2025-06-24 05:21:20,731 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-24 05:21:28,281 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-24 05:21:41,843 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-24 05:21:49,413 - ERROR - $$NUT-USD: possibly delisted; no timezone found
✓ 14 updated, 86 failed
Processing 29 futures instruments... ✓ 9 updated, 20 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 0 updated, 8 failed
Processing 22 indices instruments... 
2025-06-24 05:22:23,425 - ERROR - $^N225: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:23,696 - ERROR - $^HSI: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:23,971 - ERROR - $000001.SS: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:24,232 - ERROR - $^KS11: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:24,478 - ERROR - $^BSESN: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:24,723 - ERROR - $^NSEI: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:25,261 - ERROR - $^AXJO: possibly delisted; no price data found  (1d 2025-06-24 -> 2025-06-24)
2025-06-24 05:22:25,804 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-24)
✓ 14 updated, 8 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,220,812
Successful downloads: 99
Failed downloads: 122
Date range: 1927-12-30 to 2025-06-23

Summary by Asset Type:
--------------------------------------------------
Crypto: 100 instruments, 2014-09-17 to 2025-06-22
Futures: 29 instruments, 1997-10-29 to 2025-06-23
Stock: 62 instruments, 1962-01-02 to 2025-06-23
Currency: 8 instruments, 1971-01-04 to 2025-06-23
Indices: 22 instruments, 1927-12-30 to 2025-06-23

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $100987.14
  ETH-USD: $2228.21
  SOL-USD: $131.62
Futures:
  ES=F: $6111.75
  GC=F: $3377.70
  CL=F: $68.51
Stock:
  AAPL: $201.50
  MSFT: $486.00
  TSLA: $348.68
Currency:
  EURUSD=X: 1.1478
  USDJPY=X: 147.8870
  DX-Y.NYB: 99.2940
Indices:
  ^GSPC: $6025.17
  ^DJI: $42581.78
  ^IXIC: $19630.97
================================================================================

Master data loaded successfully with 1,220,812 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,220,812 rows and 221 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 100 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 100 crypto instruments...
  Progress: 25/100 crypto instruments processed
  Progress: 50/100 crypto instruments processed
  Progress: 75/100 crypto instruments processed
  Progress: 100/100 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 215/221 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989508 750 d       135.9%   $4.45           🟢 UNDER        -11.2%
2    PAXG-USD        0.947797 750 d        35.0%   $3.4K           🟡 FAIR           5.3%
3    TRX-USD         0.947085 1000d        87.4%   $0.263478       🟡 FAIR          -2.7%
4    XAUT-USD        0.946124 750 d        33.8%   $3.4K           🟡 FAIR           5.3%
5    APT-USD         0.942048 500 d       -84.0%   $0.000131       🔴 OVER          40.4%
6    GT-USD          0.938376 30  d       -98.0%   $15.91          🟡 FAIR           2.0%
7    BTC-USD         0.935870 1000d       103.3%   $101.0K         🟢 UNDER        -15.3%
8    TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
9    WBT-USD         0.931551 750 d       199.1%   $48.14          🔴 OVER          39.0%
10   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
11   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
12   TIA-USD         0.905484 30  d       -99.9%   $1.40           🟡 FAIR          -8.7%
13   LEO-USD         0.890859 750 d        74.4%   $9.01           🟢 UNDER        -12.0%
14   BGB-USD         0.889426 1000d       246.6%   $4.04           🟢 UNDER        -13.7%
15   WLD-USD         0.885943 30  d       -99.7%   $0.827421       🟡 FAIR          -4.8%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9895)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.45 ($4.52,+2% - $5.55,+25%)
   +30d (1m): $5.37,+20.9% ($4.85,+9% - $5.96,+34%)
   +60d (2m): $5.77,+29.7% ($5.20,+17% - $6.39,+44%)
   +90d (3m): $6.19,+39.2% ($5.58,+26% - $6.86,+54%)
   +180d (6m): $7.65,+72.0% ($6.89,+55% - $8.48,+91%)
   +365d (1y): $11.81,+165.7% ($10.65,+140% - $13.10,+195%)
   +EOY (190d): $7.83,+76.1% ($7.06,+59% - $8.68,+95%)
   End-of-year outlook: 📈 Bullish Trend (+76.1%)
   Confidence: 99.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 190 days | EOY Target: $7.83 (+76.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.63%
Rounded target for matching: 1%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       84.4%      0.90%      1.57%      2.74%        0.74%        2.39%     -9.83%      7.99%
 14 days       45       95.6%      4.67%      3.67%      3.35%        2.66%        4.68%     -5.19%     11.00%
 30 days       45       97.8%      6.57%      7.34%      5.56%        5.67%        9.01%     -1.01%     24.09%
 90 days       30      100.0%     24.63%     22.67%     12.93%       17.84%       27.49%      2.78%     50.28%
180 days       18      100.0%     57.94%     56.40%      9.65%       51.60%       61.20%     42.34%     81.28%
365 days       12      100.0%    130.87%    136.52%     17.73%      125.26%      147.78%    107.67%    159.93%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.55%
Rounded target for matching: 11%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       85.3%      0.78%      3.28%      5.33%        1.43%        5.14%     -7.00%     15.79%
 14 days       34       91.2%      1.83%      4.37%      5.11%        2.58%        6.15%     -6.69%     14.87%
 30 days       34       97.1%      7.16%      8.49%      7.14%        6.00%       10.98%     -2.13%     23.72%
 90 days       20      100.0%     35.47%     34.43%      8.02%       30.68%       38.19%     20.72%     48.15%
180 days       20      100.0%     64.16%     65.10%      7.30%       61.68%       68.51%     55.19%     82.46%
365 days       13      100.0%    157.01%    154.69%      7.44%      150.19%      159.18%    138.05%    161.85%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9478)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K ($3.0K,-13% - $3.5K,+3%)
   +30d (1m): $3.3K,-2.7% ($3.1K,-10% - $3.6K,+6%)
   +60d (2m): $3.4K,-0.3% ($3.1K,-8% - $3.7K,+8%)
   +90d (3m): $3.5K,+2.2% ($3.2K,-6% - $3.8K,+11%)
   +180d (6m): $3.7K,+10.1% ($3.5K,+1% - $4.1K,+20%)
   +365d (1y): $4.4K,+28.1% ($4.0K,+18% - $4.7K,+39%)
   +EOY (190d): $3.8K,+11.0% ($3.5K,+2% - $4.1K,+20%)
   End-of-year outlook: 📈 Bullish Trend (+11.0%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 190 days | EOY Target: $3.8K (+11.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.36%
Rounded target for matching: 1%
Similar historical periods found: 195
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      195       61.0%      0.62%      0.48%      2.26%        0.16%        0.80%     -6.42%      9.54%
 14 days      195       56.4%      0.56%      0.82%      3.19%        0.37%        1.27%     -6.40%     12.23%
 30 days      195       57.9%      1.10%      1.40%      4.31%        0.80%        2.01%     -8.68%     13.10%
 90 days      191       72.8%      5.22%      4.88%      7.54%        3.80%        5.95%    -13.06%     21.47%
180 days      177       71.8%      4.62%      6.87%      9.77%        5.42%        8.32%    -16.17%     25.87%
365 days      171       74.9%      8.97%     12.25%     14.73%       10.03%       14.47%     -9.06%     43.51%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.91%
Rounded target for matching: 13%
Similar historical periods found: 42
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       42       57.1%      0.36%      0.50%      3.08%       -0.46%        1.46%     -5.97%      8.76%
 14 days       42       54.8%      0.61%      1.21%      4.35%       -0.14%        2.57%     -8.68%     15.20%
 30 days       42       52.4%      0.57%      1.88%      4.68%        0.42%        3.34%     -5.48%     13.65%
 90 days       38       55.3%      2.74%      2.93%      7.51%        0.46%        5.40%     -7.75%     16.24%
180 days       30       56.7%      6.59%      4.47%     12.43%       -0.17%        9.11%    -12.34%     21.62%
365 days       26       46.2%     -2.85%      5.61%     18.97%       -2.05%       13.28%    -10.41%     45.66%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9471)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.263478 ($0.214978,-18% - $0.341136,+29%)
   +30d (1m): $0.285155,+8.2% ($0.226358,-14% - $0.359224,+36%)
   +60d (2m): $0.300262,+14.0% ($0.238339,-10% - $0.378273,+44%)
   +90d (3m): $0.316170,+20.0% ($0.250955,-5% - $0.398332,+51%)
   +180d (6m): $0.369130,+40.1% ($0.292945,+11% - $0.465129,+77%)
   +365d (1y): $0.507499,+92.6% ($0.402597,+53% - $0.639734,+143%)
   +EOY (190d): $0.375537,+42.5% ($0.298024,+13% - $0.473211,+80%)
   End-of-year outlook: 📈 Bullish Trend (+42.5%)
   Confidence: 94.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.375537 (+42.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.89%
Rounded target for matching: -2%
Similar historical periods found: 52
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       52       53.8%      0.32%      0.35%      6.87%       -1.56%        2.26%    -21.92%     15.87%
 14 days       52       69.2%      3.35%      3.82%      9.84%        1.08%        6.56%    -25.16%     31.85%
 30 days       52       73.1%      5.09%      8.66%     21.44%        2.69%       14.62%    -42.12%     99.82%
 90 days       50       70.0%     16.38%     30.57%     82.18%        7.21%       53.92%    -70.47%    437.56%
180 days       48       77.1%     25.82%     52.61%     93.90%       25.34%       79.88%    -81.03%    378.75%
365 days       43       76.7%     78.25%     91.48%    114.06%       56.38%      126.59%    -57.53%    376.42%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.53%
Rounded target for matching: 16%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       41.2%     -1.81%     -2.91%     12.55%       -7.29%        1.46%    -42.74%     19.33%
 14 days       34       50.0%     -0.08%      1.21%     20.44%       -5.92%        8.34%    -34.14%     92.47%
 30 days       34       55.9%      1.14%      4.76%     26.41%       -4.46%       13.98%    -39.64%     86.45%
 90 days       33       69.7%     13.39%     55.04%    125.42%       10.56%       99.51%    -46.76%    452.70%
180 days       32       65.6%     30.10%     32.26%     56.39%       11.93%       52.59%    -54.75%    141.61%
365 days       29       69.0%     82.32%     57.40%     72.26%       29.91%       84.88%    -55.13%    203.37%


========================================================================================================================

Chart 4: XAUT-USD (R² = 0.9461)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K ($3.0K,-12% - $3.5K,+3%)
   +30d (1m): $3.3K,-2.7% ($3.0K,-10% - $3.6K,+6%)
   +60d (2m): $3.4K,-0.4% ($3.1K,-8% - $3.7K,+8%)
   +90d (3m): $3.5K,+2.1% ($3.2K,-6% - $3.7K,+11%)
   +180d (6m): $3.7K,+9.7% ($3.4K,+1% - $4.0K,+19%)
   +365d (1y): $4.3K,+27.1% ($4.0K,+17% - $4.7K,+38%)
   +EOY (190d): $3.7K,+10.5% ($3.5K,+2% - $4.1K,+20%)
   End-of-year outlook: 📈 Bullish Trend (+10.5%)
   Confidence: 94.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 190 days | EOY Target: $3.7K (+10.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.05%
Rounded target for matching: 1%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       55.3%      0.36%      0.31%      1.90%        0.05%        0.57%     -5.11%      5.99%
 14 days      206       49.5%     -0.01%      0.24%      2.70%       -0.13%        0.61%     -6.24%      7.13%
 30 days      206       54.9%      0.36%      0.91%      3.95%        0.37%        1.45%     -8.62%     13.28%
 90 days      203       69.5%      4.02%      4.08%      6.83%        3.13%        5.02%    -12.45%     25.01%
180 days      198       70.2%      5.61%      6.25%      9.36%        4.94%        7.56%    -15.75%     24.97%
365 days      187       75.4%      9.18%     12.94%     15.55%       10.69%       15.18%     -8.89%     45.39%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.10%
Rounded target for matching: 12%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       42.9%     -0.36%     -0.36%      2.00%       -0.90%        0.17%     -4.66%      3.78%
 14 days       56       42.9%     -0.93%     -0.66%      2.88%       -1.43%        0.11%     -6.46%      4.37%
 30 days       56       44.6%     -0.26%      0.24%      3.47%       -0.69%        1.17%     -6.41%      8.42%
 90 days       50       44.0%     -0.55%      2.05%      7.24%       -0.00%        4.11%     -7.93%     15.09%
180 days       41       41.5%     -5.04%      0.35%     12.72%       -3.67%        4.36%    -14.72%     20.98%
365 days       34       38.2%     -6.80%      4.21%     17.27%       -1.81%       10.24%    -10.15%     42.38%


========================================================================================================================

Chart 5: APT-USD (R² = 0.9420)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+2%)
   +30d (1m): $0.000080,-38.7% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.3% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.7% ($0.000042,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000021,-84%)
   +EOY (190d): $0.000036,-72.6% ($0.000025,-81% - $0.000051,-61%)
   End-of-year outlook: 📉 Bearish Trend (-72.6%)
   Confidence: 94.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000036 (-72.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.96%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       32        6.2%    -46.68%     15.25%    236.49%      -70.01%      100.52%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.43%
Rounded target for matching: -6%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%      0.00%     -2.35%     24.53%      -18.82%       14.13%    -66.34%     42.54%
 14 days       11        9.1%     -7.14%    -13.48%     21.47%      -27.90%        0.94%    -78.25%      2.24%
 30 days       11        9.1%     -5.95%     -8.82%     35.92%      -32.95%       15.32%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 6: GT-USD (R² = 0.9384)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.91 ($14.81,-7% - $16.43,+3%)
   +30d (1m): $11.31,-28.9% ($10.57,-34% - $12.10,-24%)
   +60d (2m): $8.20,-48.5% ($7.48,-53% - $8.98,-44%)
   +90d (3m): $5.94,-62.6% ($5.28,-67% - $6.69,-58%)
   +180d (6m): $2.26,-85.8% ($1.84,-88% - $2.78,-83%)
   +365d (1y): $0.311458,-98.0% ($0.210220,-99% - $0.461451,-97%)
   +EOY (190d): $2.03,-87.2% ($1.64,-90% - $2.52,-84%)
   End-of-year outlook: 📉 Bearish Trend (-87.2%)
   Confidence: 93.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $2.03 (-87.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -25.31%
Rounded target for matching: -25%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       30.8%     -2.78%     -4.48%     10.20%      -10.65%        1.68%    -32.32%     10.80%
 14 days       13       46.2%     -2.39%     -0.57%      9.71%       -6.44%        5.30%    -21.02%     17.30%
 30 days       13       61.5%      3.88%      5.82%     14.96%       -3.22%       14.86%    -15.47%     44.56%
 90 days       13       76.9%     13.51%     13.71%     19.78%        1.76%       25.67%    -25.89%     38.56%
180 days       13       61.5%     14.01%     32.87%     57.73%       -2.02%       67.76%    -25.25%    151.32%
365 days       12       83.3%     19.98%     59.66%    109.28%       -9.78%      129.09%     -2.49%    377.16%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -33.35%
Rounded target for matching: -33%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%      8.02%      5.38%      5.44%       -0.33%       11.08%     -4.56%     11.03%
 14 days        6      100.0%     11.02%     12.43%      7.20%        4.87%       19.99%      0.98%     24.22%
 30 days        6       66.7%      4.60%      7.58%     11.30%       -4.28%       19.44%     -6.84%     24.12%
 90 days        6      100.0%     10.07%     25.99%     40.07%      -16.06%       68.05%      1.66%    115.08%
180 days        6       50.0%     20.55%    370.14%    797.97%     -467.28%     1207.56%    -14.91%   2153.77%
365 days        6       66.7%     13.24%    271.57%    587.16%     -344.62%      887.76%     -5.28%   1584.15%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $101.0K ($89.3K,-12% - $159.2K,+58%)
   +30d (1m): $126.4K,+25.2% ($94.7K,-6% - $168.8K,+67%)
   +60d (2m): $134.0K,+32.7% ($100.4K,-1% - $178.9K,+77%)
   +90d (3m): $142.1K,+40.7% ($106.4K,+5% - $189.7K,+88%)
   +180d (6m): $169.2K,+67.6% ($126.7K,+25% - $226.0K,+124%)
   +365d (1y): $242.5K,+140.1% ($181.5K,+80% - $323.9K,+221%)
   +EOY (190d): $172.5K,+70.9% ($129.2K,+28% - $230.4K,+128%)
   End-of-year outlook: 📈 Bullish Trend (+70.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 190 days | EOY Target: $172.5K (+70.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.87%
Rounded target for matching: -6%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       48.4%     -0.15%     -0.76%      8.33%       -2.88%        1.36%    -24.33%     18.21%
 14 days       62       46.8%     -1.19%     -1.91%     15.80%       -5.92%        2.11%    -43.46%     30.53%
 30 days       62       59.7%      3.96%      5.00%     20.68%       -0.25%       10.25%    -43.37%     63.95%
 90 days       62       59.7%      4.74%     10.19%     41.65%       -0.38%       20.77%    -53.61%    216.32%
180 days       60       68.3%     31.35%     42.58%     93.46%       18.44%       66.73%    -58.58%    433.42%
365 days       59       83.1%    117.95%    136.93%    193.08%       86.61%      187.25%    -72.35%   1143.89%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.42%
Rounded target for matching: 15%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       73.7%      2.10%      2.46%      6.25%       -0.56%        5.47%    -12.22%     14.91%
 14 days       19       47.4%     -0.82%      0.33%     14.76%       -6.78%        7.45%    -35.85%     31.06%
 30 days       19       52.6%      1.45%      3.93%     24.63%       -7.94%       15.80%    -49.29%     45.90%
 90 days       19       68.4%     18.35%     31.75%     59.39%        3.13%       60.38%    -29.82%    218.61%
180 days       19       73.7%     35.58%     72.54%    130.21%        9.78%      135.30%    -59.43%    453.55%
365 days       18       77.8%    160.77%    165.08%    159.57%       85.72%      244.43%    -70.68%    432.59%


========================================================================================================================

Chart 8: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (190d): $170.5K,+65.9% ($126.5K,+23% - $229.8K,+124%)
   End-of-year outlook: 📈 Bullish Trend (+65.9%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 190 days | EOY Target: $170.5K (+65.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 9: WBT-USD (R² = 0.9316)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $48.14 ($24.49,-49% - $48.99,+2%)
   +30d (1m): $37.90,-21.3% ($26.79,-44% - $53.61,+11%)
   +60d (2m): $41.47,-13.9% ($29.31,-39% - $58.67,+22%)
   +90d (3m): $45.38,-5.7% ($32.07,-33% - $64.20,+33%)
   +180d (6m): $59.45,+23.5% ($42.00,-13% - $84.15,+75%)
   +365d (1y): $103.58,+115.2% ($73.09,+52% - $146.80,+205%)
   +EOY (190d): $61.26,+27.2% ($43.27,-10% - $86.72,+80%)
   End-of-year outlook: 📈 Bullish Trend (+27.2%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 190 days | EOY Target: $61.26 (+27.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (190d): $0.000005,-93.9% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.9%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000005 (-93.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (190d): $0.004558,-44.7% ($0.003548,-57% - $0.005855,-29%)
   End-of-year outlook: 📉 Bearish Trend (-44.7%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.004558 (-44.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 12: TIA-USD (R² = 0.9055)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.40 ($1.36,-2% - $1.72,+23%)
   +30d (1m): $0.864291,-38.2% ($0.742887,-47% - $1.01,-28%)
   +60d (2m): $0.487343,-65.2% ($0.397113,-72% - $0.598074,-57%)
   +90d (3m): $0.274796,-80.4% ($0.210709,-85% - $0.358374,-74%)
   +180d (6m): $0.049265,-96.5% ($0.031026,-98% - $0.078226,-94%)
   +365d (1y): $0.001439,-99.9% ($0.000595,-100% - $0.003479,-100%)
   +EOY (190d): $0.040700,-97.1% ($0.025063,-98% - $0.066092,-95%)
   End-of-year outlook: 📉 Bearish Trend (-97.1%)
   Confidence: 90.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $0.040700 (-97.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -43.66%
Rounded target for matching: -44%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%     18.10%     16.53%     18.10%       -2.47%       35.52%    -15.77%     41.20%
 14 days        6       83.3%     34.64%     39.93%     56.04%      -18.88%       98.75%    -38.40%    142.05%
 30 days        6       83.3%     28.58%     25.40%     23.96%        0.26%       50.54%    -14.45%     54.77%
 90 days        6       33.3%     -2.93%      3.34%     21.97%      -19.72%       26.40%    -18.47%     43.94%
180 days        6       50.0%      0.49%     36.47%    114.82%      -84.03%      156.97%    -55.78%    283.43%
365 days        5       60.0%    204.42%  18327.94%  22403.32%    -9489.46%    46145.34%    -55.22%  45794.49%


========================================================================================================================

Chart 13: LEO-USD (R² = 0.8909)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.01 ($8.15,-9% - $12.85,+43%)
   +30d (1m): $10.71,+19.0% ($8.53,-5% - $13.45,+49%)
   +60d (2m): $11.21,+24.5% ($8.93,-1% - $14.08,+56%)
   +90d (3m): $11.74,+30.3% ($9.35,+4% - $14.74,+64%)
   +180d (6m): $13.46,+49.5% ($10.72,+19% - $16.91,+88%)
   +365d (1y): $17.85,+98.2% ($14.20,+58% - $22.44,+149%)
   +EOY (190d): $13.67,+51.8% ($10.88,+21% - $17.17,+91%)
   End-of-year outlook: 📈 Bullish Trend (+51.8%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 190 days | EOY Target: $13.67 (+51.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.49%
Rounded target for matching: 2%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       52.3%      0.17%      0.67%      5.12%       -0.29%        1.63%    -11.03%     20.38%
 14 days      111       59.5%      0.83%      2.02%      8.22%        0.48%        3.57%    -13.74%     41.77%
 30 days      111       68.5%      2.13%      6.22%     14.14%        3.56%        8.88%    -17.46%     55.54%
 90 days      111       73.0%      7.60%     15.06%     24.15%       10.52%       19.60%    -25.62%    113.26%
180 days      107       88.8%     39.38%     33.69%     32.84%       27.40%       39.99%    -34.53%    116.94%
365 days       97       87.6%     62.85%     78.05%     58.77%       66.21%       89.90%    -43.04%    275.71%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.83%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 14: BGB-USD (R² = 0.8894)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.04 ($2.36,-41% - $9.24,+129%)
   +30d (1m): $5.18,+28.3% ($2.62,-35% - $10.24,+154%)
   +60d (2m): $5.73,+42.1% ($2.90,-28% - $11.34,+181%)
   +90d (3m): $6.35,+57.4% ($3.21,-20% - $12.56,+211%)
   +180d (6m): $8.63,+113.8% ($4.36,+8% - $17.08,+323%)
   +365d (1y): $16.20,+301.5% ($8.18,+103% - $32.10,+695%)
   +EOY (190d): $8.93,+121.2% ($4.51,+12% - $17.67,+338%)
   End-of-year outlook: 📈 Bullish Trend (+121.2%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-18%)
   📅 Days until EOY 2025: 190 days | EOY Target: $8.93 (+121.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.58%
Rounded target for matching: -18%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      1.18%      2.23%      4.32%       -1.38%        5.85%     -3.44%      8.68%
 14 days        8       87.5%      8.19%      2.91%     15.08%       -9.69%       15.52%    -35.47%     14.00%
 30 days        8       75.0%      3.51%      3.96%     11.15%       -5.36%       13.28%    -16.94%     18.64%
 90 days        8       87.5%     39.41%     93.79%     98.33%       11.59%      175.99%     -5.01%    240.71%
180 days        8      100.0%    378.82%    333.95%    188.08%      176.72%      491.19%     20.53%    569.21%


========================================================================================================================

Chart 15: WLD-USD (R² = 0.8859)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.827421 ($0.779628,-6% - $0.969687,+17%)
   +30d (1m): $0.535567,-35.3% ($0.464588,-44% - $0.617388,-25%)
   +60d (2m): $0.329889,-60.1% ($0.272174,-67% - $0.399842,-52%)
   +90d (3m): $0.203199,-75.4% ($0.158343,-81% - $0.260762,-68%)
   +180d (6m): $0.047488,-94.3% ($0.030758,-96% - $0.073317,-91%)
   +365d (1y): $0.002392,-99.7% ($0.001044,-100% - $0.005482,-99%)
   +EOY (190d): $0.040405,-95.1% ($0.025625,-97% - $0.063710,-92%)
   End-of-year outlook: 📉 Bearish Trend (-95.1%)
   Confidence: 88.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $0.040405 (-95.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -38.92%
Rounded target for matching: -39%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       54.5%      0.26%      2.39%     12.25%       -5.84%       10.62%    -12.58%     25.61%
 14 days       11       63.6%      6.32%      1.65%     19.02%      -11.12%       14.43%    -33.40%     23.79%
 30 days       11       54.5%      2.27%     40.39%    105.02%      -30.17%      110.94%    -45.38%    263.15%
 90 days       11       54.5%     46.24%     17.41%     71.96%      -30.93%       65.76%    -69.13%    136.00%
180 days        8       37.5%     -1.79%   8283.85%  10727.62%     -684.67%    17252.36%    -55.90%  22947.35%
365 days        7       42.9%     -1.11%  47037.87%  54455.92%    -3325.46%    97401.20%    -77.43% 116313.64%


========================================================================================================================

========================================================================================================================
🟢 TOP 15 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       72.4%  0.777246    447.4%   $3.27             261.9%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          56.1%  0.782397    203.5%   $131.62           127.8%  1000d
4    FARTCOIN-USD     47.8%  0.767967  23430.2%   $0.925520          91.7%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    TKX-USD          40.3%  0.735842    477.2%   $24.82             67.6%  365 d
7    XRP-USD          31.2%  0.714639    364.1%   $2.01              45.4%  500 d
8    BNB-USD          27.5%  0.767299     90.4%   $615.99            38.0%  750 d
9    QNT-USD          23.5%  0.766971   1179.2%   $90.23             30.7%  90  d
10   BTC-USD          15.3%  0.935870    103.3%   $101.0K            18.1%  1000d
11   BGB-USD          13.7%  0.889426    246.6%   $4.04              15.8%  1000d
12   JLP-USD          13.7%  0.850410     66.8%   $4.16              15.8%  500 d
13   PYTH-USD         13.3%  0.806287    -91.4%   $0.085354          15.3%  180 d
14   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
15   LEO-USD          12.0%  0.890859     74.4%   $9.01              13.6%  750 d

📊 DISPLAYING ALL 15 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 72.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.27 ($2.87,-12% - $48.65,+1390%)
   +30d (1m): $13.59,+316.1% ($3.30,+1% - $55.96,+1614%)
   +60d (2m): $15.63,+378.5% ($3.79,+16% - $64.37,+1871%)
   +90d (3m): $17.97,+450.3% ($4.36,+34% - $74.05,+2168%)
   +180d (6m): $27.32,+736.8% ($6.62,+103% - $112.71,+3352%)
   +365d (1y): $64.68,+1880.8% ($15.64,+379% - $267.44,+8090%)
   +EOY (190d): $28.63,+776.7% ($6.94,+113% - $118.10,+3517%)
   End-of-year outlook: 📈 Bullish Trend (+776.7%)
   Confidence: 77.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 190 days | EOY Target: $28.63 (+776.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.38%
Rounded target for matching: -23%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -6.74%     -9.89%     20.53%      -22.94%        3.15%    -55.65%     16.06%
 14 days       12       41.7%     -3.93%      4.61%     43.22%      -22.85%       32.07%    -35.91%    136.64%
 30 days       12       58.3%      2.88%      7.99%     37.52%      -15.85%       31.83%    -65.08%     78.01%
 90 days       12       50.0%      7.17%     12.66%     52.71%      -20.83%       46.16%    -73.71%     90.29%
180 days       11       54.5%      7.02%    101.12%    245.63%      -63.89%      266.14%    -74.62%    790.55%
365 days       10       60.0%    233.50%    522.85%    669.29%       44.07%     1001.63%    -96.66%   1984.29%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.76%
Rounded target for matching: 15%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -5.65%     -9.34%     22.70%      -33.16%       14.49%    -42.81%     18.53%
 14 days        6       50.0%      5.47%     -3.76%     29.07%      -34.27%       26.74%    -42.51%     27.95%
 30 days        6       66.7%     10.32%     -6.20%     38.67%      -46.78%       34.38%    -59.70%     34.10%
 90 days        5       20.0%    -18.07%     10.36%     87.77%      -98.62%      119.34%    -49.39%    183.61%
180 days        5       40.0%    -21.01%    104.96%    285.79%     -249.89%      459.82%    -79.55%    670.30%
365 days        4       50.0%    201.09%    338.60%    475.47%     -417.98%     1095.18%    -95.37%   1047.60%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (190d): $0.000188,-95.5% ($0.000078,-98% - $0.000457,-89%)
   End-of-year outlook: 📉 Bearish Trend (-95.5%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000188 (-95.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: SOL-USD (Undervalued by 56.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $131.62 ($120.63,-8% - $745.34,+466%)
   +30d (1m): $328.50,+149.6% ($132.14,+0% - $816.70,+521%)
   +60d (2m): $359.89,+173.4% ($144.74,+10% - $894.89,+580%)
   +90d (3m): $394.28,+199.6% ($158.54,+20% - $980.58,+645%)
   +180d (6m): $518.44,+293.9% ($208.33,+58% - $1.3K,+880%)
   +365d (1y): $910.11,+591.5% ($365.15,+177% - $2.3K,+1623%)
   +EOY (190d): $534.45,+306.1% ($214.75,+63% - $1.3K,+911%)
   End-of-year outlook: 📈 Bullish Trend (+306.1%)
   Confidence: 78.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 190 days | EOY Target: $534.45 (+306.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -24.28%
Rounded target for matching: -24%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       57.1%      1.27%      1.96%     17.29%       -5.90%        9.83%    -20.17%     57.04%
 14 days       21       52.4%      1.75%      6.32%     29.10%       -6.92%       19.57%    -30.03%    116.97%
 30 days       21       61.9%      7.93%     19.09%     49.05%       -3.24%       41.42%    -44.13%    179.59%
 90 days       20       60.0%      6.35%     87.76%    303.08%      -54.08%      229.61%    -56.91%   1188.32%
180 days       17       52.9%      5.77%    331.65%    758.48%      -58.33%      721.62%    -81.18%   2351.62%
365 days       17       41.2%     -8.84%   1699.33%   3716.97%     -211.76%     3610.41%    -94.41%  11171.38%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.57%
Rounded target for matching: -7%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -2.42%      1.73%     26.79%      -14.46%       17.92%    -36.28%     67.20%
 14 days       13       38.5%     -4.54%      3.45%     39.03%      -20.14%       27.03%    -37.52%    119.22%
 30 days       13       46.2%     -3.79%     31.34%     87.58%      -21.58%       84.27%    -36.99%    283.72%
 90 days       13       69.2%     56.86%    144.91%    280.03%      -24.31%      314.13%    -69.72%   1015.93%
180 days       12       66.7%     23.08%    420.49%    846.49%     -117.34%      958.33%    -76.11%   2925.96%
365 days        8       62.5%    282.50%   2565.78%   4655.65%    -1326.44%     6458.00%    -84.52%  13909.22%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 47.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.925520 ($1.00,+8% - $3.15,+240%)
   +30d (1m): $2.78,+200.3% ($1.55,+68% - $4.97,+437%)
   +60d (2m): $4.35,+370.5% ($2.40,+160% - $7.88,+752%)
   +90d (3m): $6.82,+637.0% ($3.71,+301% - $12.53,+1254%)
   +180d (6m): $26.22,+2732.9% ($13.43,+1351% - $51.19,+5431%)
   +365d (1y): $417.52,+45012.2% ($178.81,+19220% - $974.93,+105238%)
   +EOY (190d): $30.45,+3190.1% ($15.47,+1572% - $59.93,+6376%)
   End-of-year outlook: 📈 Bullish Trend (+3190.1%)
   Confidence: 76.8% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $30.45 (+3190.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (190d): $0.000001,-73.2% ($0.000000,-98% - $0.000017,+222%)
   End-of-year outlook: 📉 Bearish Trend (-73.2%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000001 (-73.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: TKX-USD (Undervalued by 40.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $24.82 ($22.84,-8% - $75.77,+205%)
   +30d (1m): $48.05,+93.6% ($26.36,+6% - $87.58,+253%)
   +60d (2m): $55.50,+123.6% ($30.42,+23% - $101.26,+308%)
   +90d (3m): $64.10,+158.3% ($35.09,+41% - $117.08,+372%)
   +180d (6m): $98.75,+297.9% ($53.84,+117% - $181.14,+630%)
   +365d (1y): $240.12,+867.5% ($129.35,+421% - $445.77,+1696%)
   +EOY (190d): $103.61,+317.5% ($56.46,+127% - $190.15,+666%)
   End-of-year outlook: 📈 Bullish Trend (+317.5%)
   Confidence: 73.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-28%)
   📅 Days until EOY 2025: 190 days | EOY Target: $103.61 (+317.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -24.06%
Rounded target for matching: -24%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -0.72%     -0.27%     24.03%      -15.54%       15.00%    -32.21%     65.47%
 14 days       12       58.3%      2.15%      2.24%     20.55%      -10.82%       15.30%    -29.92%     48.25%
 30 days       12       50.0%     -3.66%      1.16%     27.69%      -16.43%       18.75%    -27.81%     63.26%
 90 days       12       58.3%      8.05%     10.25%     33.68%      -11.15%       31.65%    -34.91%     99.06%
180 days       12       58.3%     65.32%    103.00%    151.19%        6.94%      199.06%    -53.65%    410.99%
365 days        9       44.4%     -2.96%     21.55%     65.45%      -28.77%       71.86%    -34.51%    191.34%


========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -28.37%
Rounded target for matching: -28%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       58.8%      2.60%      2.89%     10.67%       -2.60%        8.37%    -13.35%     20.26%
 14 days       17       58.8%      6.17%      6.64%     14.29%       -0.71%       13.99%    -13.47%     29.47%
 30 days       17       58.8%      6.74%      7.36%     21.73%       -3.82%       18.53%    -33.93%     43.97%
 90 days       17       47.1%     -0.79%     20.16%     54.81%       -8.02%       48.34%    -38.84%    110.97%
180 days       17       58.8%     39.33%     46.09%     83.34%        3.25%       88.94%    -38.38%    224.97%
365 days       14       64.3%      9.02%     36.90%     67.65%       -2.16%       75.97%    -29.25%    174.96%


========================================================================================================================

Chart 7: XRP-USD (Undervalued by 31.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.01 ($1.37,-32% - $6.24,+210%)
   +30d (1m): $3.32,+64.9% ($1.56,-23% - $7.08,+252%)
   +60d (2m): $3.77,+87.1% ($1.77,-12% - $8.04,+299%)
   +90d (3m): $4.27,+112.2% ($2.00,-1% - $9.13,+353%)
   +180d (6m): $6.24,+209.9% ($2.92,+45% - $13.36,+563%)
   +365d (1y): $13.59,+574.6% ($6.30,+213% - $29.28,+1354%)
   +EOY (190d): $6.51,+223.2% ($3.04,+51% - $13.94,+592%)
   End-of-year outlook: 📈 Bullish Trend (+223.2%)
   Confidence: 71.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-18%)
   📅 Days until EOY 2025: 190 days | EOY Target: $6.51 (+223.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -12.22%
Rounded target for matching: -12%
Similar historical periods found: 51
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       51       47.1%     -0.55%      0.03%     11.01%       -3.07%        3.13%    -34.72%     42.70%
 14 days       51       49.0%     -0.09%      1.90%     19.28%       -3.52%        7.32%    -35.73%     92.65%
 30 days       51       62.7%      6.05%     20.10%     56.60%        4.19%       36.02%    -43.44%    219.13%
 90 days       50       58.0%      2.42%     22.25%     76.94%        0.39%       44.12%    -53.14%    502.21%
180 days       48       66.7%     14.58%     48.09%    112.11%       15.54%       80.64%    -64.63%    450.93%
365 days       44       70.5%     52.29%     98.77%    152.75%       52.33%      145.21%    -61.39%    501.56%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.73%
Rounded target for matching: -18%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       62.5%      1.15%      2.73%     10.14%       -1.55%        7.01%    -20.77%     26.84%
 14 days       24       66.7%      2.84%      4.21%     12.25%       -0.96%        9.39%    -20.08%     33.58%
 30 days       24       54.2%      4.31%     15.41%     49.89%       -5.66%       36.47%    -28.99%    229.69%
 90 days       24       62.5%     15.70%      9.13%     30.84%       -3.90%       22.15%    -50.85%     88.35%
180 days       24       45.8%    -10.40%     13.72%     91.83%      -25.05%       52.50%    -63.49%    406.05%
365 days       23       47.8%     -6.20%     66.91%    170.93%       -7.01%      140.82%    -63.24%    589.01%


========================================================================================================================

Chart 8: BNB-USD (Undervalued by 27.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $615.99 ($561.77,-9% - $1.3K,+109%)
   +30d (1m): $896.18,+45.5% ($592.23,-4% - $1.4K,+120%)
   +60d (2m): $944.90,+53.4% ($624.33,+1% - $1.4K,+132%)
   +90d (3m): $996.27,+61.7% ($658.17,+7% - $1.5K,+145%)
   +180d (6m): $1.2K,+89.6% ($771.03,+25% - $1.8K,+187%)
   +365d (1y): $1.6K,+162.7% ($1.1K,+73% - $2.5K,+298%)
   +EOY (190d): $1.2K,+92.9% ($784.71,+27% - $1.8K,+192%)
   End-of-year outlook: 📈 Bullish Trend (+92.9%)
   Confidence: 76.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 190 days | EOY Target: $1.2K (+92.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.13%
Rounded target for matching: -6%
Similar historical periods found: 42
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       42       45.2%     -1.18%     -1.96%      8.70%       -4.68%        0.75%    -28.34%     15.49%
 14 days       42       38.1%     -2.67%     -4.13%     10.67%       -7.45%       -0.80%    -33.76%     13.98%
 30 days       42       40.5%     -3.94%     -7.95%     17.83%      -13.51%       -2.40%    -45.77%     18.71%
 90 days       39       46.2%     -2.42%     25.15%    130.39%      -17.11%       67.42%    -46.46%    721.37%
180 days       34       67.6%     17.49%    178.96%    523.82%       -3.81%      361.73%    -57.40%   2408.90%
365 days       28       57.1%     84.31%    378.26%    738.14%       92.04%      664.48%    -56.17%   2010.46%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.24%
Rounded target for matching: -3%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       28.0%     -4.56%     -2.20%      8.42%       -5.68%        1.28%    -21.93%     18.96%
 14 days       25       20.0%     -5.97%     -6.09%     10.10%      -10.26%       -1.92%    -21.11%     18.95%
 30 days       25       40.0%     -4.65%     -3.46%     13.08%       -8.86%        1.94%    -29.92%     32.13%
 90 days       24       45.8%     -1.19%     -5.19%     15.69%      -11.81%        1.44%    -43.64%     21.44%
180 days       21       33.3%    -13.43%    -11.84%     21.63%      -21.68%       -1.99%    -55.44%     20.67%
365 days       16       37.5%     -7.50%     23.16%     55.83%       -6.59%       52.91%    -36.97%    156.31%


========================================================================================================================

Chart 9: QNT-USD (Undervalued by 23.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $90.23 ($96.24,+7% - $144.45,+60%)
   +30d (1m): $145.38,+61.1% ($118.00,+31% - $179.12,+99%)
   +60d (2m): $179.27,+98.7% ($144.32,+60% - $222.68,+147%)
   +90d (3m): $221.04,+145.0% ($176.09,+95% - $277.47,+208%)
   +180d (6m): $414.40,+359.3% ($316.47,+251% - $542.65,+501%)
   +365d (1y): $1.5K,+1571.7% ($1.0K,+1036% - $2.2K,+2359%)
   +EOY (190d): $444.38,+392.5% ($337.50,+274% - $585.09,+548%)
   End-of-year outlook: 📈 Bullish Trend (+392.5%)
   Confidence: 76.7% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $444.38 (+392.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.06%
Rounded target for matching: -4%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       42.9%     -1.47%      0.26%     11.68%       -3.09%        3.62%    -24.64%     45.09%
 14 days       49       40.8%     -1.35%      2.56%     22.69%       -3.96%        9.08%    -30.09%    103.83%
 30 days       49       36.7%     -2.83%      1.49%     36.08%       -8.88%       11.85%    -40.65%    209.32%
 90 days       49       42.9%     -3.93%     22.73%     78.59%        0.15%       45.30%    -65.00%    304.22%
180 days       47       59.6%     12.02%     64.77%    164.41%       16.50%      113.04%    -74.32%    658.90%
365 days       43       41.9%     -6.57%    211.25%    711.16%       -7.62%      430.11%    -54.52%   4237.99%


========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.68%
Rounded target for matching: 14%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8        0.0%     -6.42%     -9.85%     10.12%      -18.31%       -1.38%    -33.75%     -1.00%
 14 days        8       37.5%     -1.43%     -4.94%     11.86%      -14.86%        4.97%    -30.27%     11.14%
 30 days        8       37.5%     -6.65%      3.07%     28.28%      -20.58%       26.71%    -39.72%     60.86%
 90 days        8       50.0%     10.33%     39.91%    102.16%      -45.50%      125.32%    -55.61%    289.90%
180 days        8       50.0%     57.46%    108.26%    176.12%      -38.98%      255.51%    -73.29%    444.29%
365 days        8       75.0%     28.89%    417.68%    654.88%     -129.82%      965.17%    -39.87%   1981.76%


========================================================================================================================

Chart 10: BTC-USD (Undervalued by 15.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $101.0K ($89.3K,-12% - $159.2K,+58%)
   +30d (1m): $126.4K,+25.2% ($94.7K,-6% - $168.8K,+67%)
   +60d (2m): $134.0K,+32.7% ($100.4K,-1% - $178.9K,+77%)
   +90d (3m): $142.1K,+40.7% ($106.4K,+5% - $189.7K,+88%)
   +180d (6m): $169.2K,+67.6% ($126.7K,+25% - $226.0K,+124%)
   +365d (1y): $242.5K,+140.1% ($181.5K,+80% - $323.9K,+221%)
   +EOY (190d): $172.5K,+70.9% ($129.2K,+28% - $230.4K,+128%)
   End-of-year outlook: 📈 Bullish Trend (+70.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 190 days | EOY Target: $172.5K (+70.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.87%
Rounded target for matching: -6%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       48.4%     -0.15%     -0.76%      8.33%       -2.88%        1.36%    -24.33%     18.21%
 14 days       62       46.8%     -1.19%     -1.91%     15.80%       -5.92%        2.11%    -43.46%     30.53%
 30 days       62       59.7%      3.96%      5.00%     20.68%       -0.25%       10.25%    -43.37%     63.95%
 90 days       62       59.7%      4.74%     10.19%     41.65%       -0.38%       20.77%    -53.61%    216.32%
180 days       60       68.3%     31.35%     42.58%     93.46%       18.44%       66.73%    -58.58%    433.42%
365 days       59       83.1%    117.95%    136.93%    193.08%       86.61%      187.25%    -72.35%   1143.89%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.42%
Rounded target for matching: 15%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       73.7%      2.10%      2.46%      6.25%       -0.56%        5.47%    -12.22%     14.91%
 14 days       19       47.4%     -0.82%      0.33%     14.76%       -6.78%        7.45%    -35.85%     31.06%
 30 days       19       52.6%      1.45%      3.93%     24.63%       -7.94%       15.80%    -49.29%     45.90%
 90 days       19       68.4%     18.35%     31.75%     59.39%        3.13%       60.38%    -29.82%    218.61%
180 days       19       73.7%     35.58%     72.54%    130.21%        9.78%      135.30%    -59.43%    453.55%
365 days       18       77.8%    160.77%    165.08%    159.57%       85.72%      244.43%    -70.68%    432.59%


========================================================================================================================

Chart 11: BGB-USD (Undervalued by 13.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.04 ($2.36,-41% - $9.24,+129%)
   +30d (1m): $5.18,+28.3% ($2.62,-35% - $10.24,+154%)
   +60d (2m): $5.73,+42.1% ($2.90,-28% - $11.34,+181%)
   +90d (3m): $6.35,+57.4% ($3.21,-20% - $12.56,+211%)
   +180d (6m): $8.63,+113.8% ($4.36,+8% - $17.08,+323%)
   +365d (1y): $16.20,+301.5% ($8.18,+103% - $32.10,+695%)
   +EOY (190d): $8.93,+121.2% ($4.51,+12% - $17.67,+338%)
   End-of-year outlook: 📈 Bullish Trend (+121.2%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-18%)
   📅 Days until EOY 2025: 190 days | EOY Target: $8.93 (+121.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.58%
Rounded target for matching: -18%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      1.18%      2.23%      4.32%       -1.38%        5.85%     -3.44%      8.68%
 14 days        8       87.5%      8.19%      2.91%     15.08%       -9.69%       15.52%    -35.47%     14.00%
 30 days        8       75.0%      3.51%      3.96%     11.15%       -5.36%       13.28%    -16.94%     18.64%
 90 days        8       87.5%     39.41%     93.79%     98.33%       11.59%      175.99%     -5.01%    240.71%
180 days        8      100.0%    378.82%    333.95%    188.08%      176.72%      491.19%     20.53%    569.21%


========================================================================================================================

Chart 12: JLP-USD (Undervalued by 13.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $4.16 ($4.08,-2% - $5.70,+37%)
   +30d (1m): $5.03,+20.8% ($4.25,+2% - $5.94,+43%)
   +60d (2m): $5.24,+26.0% ($4.44,+7% - $6.20,+49%)
   +90d (3m): $5.47,+31.4% ($4.62,+11% - $6.47,+55%)
   +180d (6m): $6.20,+49.0% ($5.24,+26% - $7.34,+76%)
   +365d (1y): $8.04,+93.1% ($6.78,+63% - $9.53,+129%)
   +EOY (190d): $6.29,+51.1% ($5.32,+28% - $7.45,+79%)
   End-of-year outlook: 📈 Bullish Trend (+51.1%)
   Confidence: 85.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 190 days | EOY Target: $6.29 (+51.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: PYTH-USD (Undervalued by 13.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.085354 ($0.069934,-18% - $0.138452,+62%)
   +30d (1m): $0.080432,-5.8% ($0.057041,-33% - $0.113415,+33%)
   +60d (2m): $0.065745,-23.0% ($0.046498,-46% - $0.092960,+9%)
   +90d (3m): $0.053740,-37.0% ($0.037881,-56% - $0.076239,-11%)
   +180d (6m): $0.029350,-65.6% ($0.020415,-76% - $0.042195,-51%)
   +365d (1y): $0.008465,-90.1% ($0.005651,-93% - $0.012679,-85%)
   +EOY (190d): $0.027442,-67.8% ($0.019054,-78% - $0.039523,-54%)
   End-of-year outlook: 📉 Bearish Trend (-67.8%)
   Confidence: 80.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-49%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.027442 (-67.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -35.37%
Rounded target for matching: -35%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -5.69%     -2.10%     15.37%      -18.23%       14.04%    -20.96%     19.43%
 14 days        6       50.0%     -5.17%     -4.70%     19.58%      -25.25%       15.86%    -32.84%     25.56%
 30 days        6       33.3%    -12.16%      0.54%     34.83%      -36.01%       37.08%    -27.58%     74.10%
 90 days        5       20.0%    -34.12%     11.04%     98.46%     -111.21%      133.29%    -48.20%    207.37%
180 days        4       50.0%    -18.51%    -17.74%     27.26%      -61.11%       25.63%    -46.36%     12.42%
365 days        4       25.0%    -63.75%    -40.73%     48.21%     -117.45%       35.98%    -76.86%     41.43%


========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -49.43%
Rounded target for matching: -49%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      0.62%      1.30%      7.28%       -4.79%        7.38%    -14.20%     11.67%
 14 days        8       25.0%     -8.27%     -7.64%      9.47%      -15.55%        0.28%    -23.69%      7.19%
 30 days        8        0.0%    -26.81%    -20.81%     10.66%      -29.73%      -11.90%    -30.60%     -3.43%
 90 days        8       25.0%    -28.95%    -17.10%     27.41%      -40.02%        5.81%    -39.17%     31.00%
180 days        3      100.0%      4.23%      9.38%      9.40%      -13.97%       32.72%      1.34%     22.56%


========================================================================================================================

Chart 14: TBTC-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (190d): $170.5K,+65.9% ($126.5K,+23% - $229.8K,+124%)
   End-of-year outlook: 📈 Bullish Trend (+65.9%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 190 days | EOY Target: $170.5K (+65.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 15: LEO-USD (Undervalued by 12.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.01 ($8.15,-9% - $12.85,+43%)
   +30d (1m): $10.71,+19.0% ($8.53,-5% - $13.45,+49%)
   +60d (2m): $11.21,+24.5% ($8.93,-1% - $14.08,+56%)
   +90d (3m): $11.74,+30.3% ($9.35,+4% - $14.74,+64%)
   +180d (6m): $13.46,+49.5% ($10.72,+19% - $16.91,+88%)
   +365d (1y): $17.85,+98.2% ($14.20,+58% - $22.44,+149%)
   +EOY (190d): $13.67,+51.8% ($10.88,+21% - $17.17,+91%)
   End-of-year outlook: 📈 Bullish Trend (+51.8%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 190 days | EOY Target: $13.67 (+51.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.49%
Rounded target for matching: 2%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       52.3%      0.17%      0.67%      5.12%       -0.29%        1.63%    -11.03%     20.38%
 14 days      111       59.5%      0.83%      2.02%      8.22%        0.48%        3.57%    -13.74%     41.77%
 30 days      111       68.5%      2.13%      6.22%     14.14%        3.56%        8.88%    -17.46%     55.54%
 90 days      111       73.0%      7.60%     15.06%     24.15%       10.52%       19.60%    -25.62%    113.26%
180 days      107       88.8%     39.38%     33.69%     32.84%       27.40%       39.99%    -34.53%    116.94%
365 days       97       87.6%     62.85%     78.05%     58.77%       66.21%       89.90%    -43.04%    275.71%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.83%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

========================================================================================================================
🔴 TOP 7 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        70.8%  0.811851    -94.5%   $0.000563          41.4%  365 d
3    APT-USD          40.4%  0.942048    -84.0%   $0.000131          28.8%  500 d
4    WBT-USD          39.0%  0.931551    199.1%   $48.14             28.1%  750 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d

📊 DISPLAYING ALL 7 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (190d): $0.000005,-93.9% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.9%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000005 (-93.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 70.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000563 ($0.000148,-74% - $0.000733,+30%)
   +30d (1m): $0.000260,-53.9% ($0.000117,-79% - $0.000578,+3%)
   +60d (2m): $0.000204,-63.7% ($0.000092,-84% - $0.000456,-19%)
   +90d (3m): $0.000161,-71.4% ($0.000072,-87% - $0.000359,-36%)
   +180d (6m): $0.000079,-86.0% ($0.000035,-94% - $0.000176,-69%)
   +365d (1y): $0.000018,-96.8% ($0.000008,-99% - $0.000041,-93%)
   +EOY (190d): $0.000073,-87.1% ($0.000032,-94% - $0.000163,-71%)
   End-of-year outlook: 📉 Bearish Trend (-87.1%)
   Confidence: 81.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000073 (-87.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.01%
Rounded target for matching: -8%
Similar historical periods found: 20
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       20       35.0%     -8.54%      8.84%     43.55%      -11.54%       29.22%    -45.02%    118.19%
 14 days       20       35.0%    -16.33%     -9.15%     32.33%      -24.28%        5.98%    -79.61%     61.36%
 30 days       20       30.0%    -30.69%    -18.40%     38.65%      -36.49%       -0.31%    -79.61%     76.03%
 90 days       20       50.0%     -0.54%     18.90%    111.34%      -33.21%       71.01%    -97.19%    329.55%
180 days       20       50.0%     -2.30%    115.74%    214.94%       15.14%      216.33%    -98.77%    497.65%
365 days       19       47.4%    -21.74%    271.01%    432.66%       62.48%      479.55%    -99.78%   1287.26%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.23%
Rounded target for matching: -1%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%     69.31%    329.53%    767.96%     -312.50%      971.57%    -96.35%   2350.37%
 14 days        8       50.0%      2.12%    165.41%    285.42%      -73.20%      404.03%    -95.91%    683.25%
 30 days        8       50.0%     -3.18%    102.01%    244.52%     -102.42%      306.43%    -96.61%    664.85%
 90 days        8       50.0%     72.84%    203.73%    336.74%      -77.79%      485.25%    -95.20%    928.54%
180 days        8       37.5%    -21.54%    213.22%    366.47%      -93.15%      519.60%    -99.14%    888.65%
365 days        8       50.0%     45.74%    167.50%    263.72%      -52.98%      387.97%    -84.15%    588.18%


========================================================================================================================

Chart 3: APT-USD (Overvalued by 40.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+2%)
   +30d (1m): $0.000080,-38.7% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.3% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.7% ($0.000042,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000021,-84%)
   +EOY (190d): $0.000036,-72.6% ($0.000025,-81% - $0.000051,-61%)
   End-of-year outlook: 📉 Bearish Trend (-72.6%)
   Confidence: 94.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000036 (-72.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.96%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       32        6.2%    -46.68%     15.25%    236.49%      -70.01%      100.52%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.43%
Rounded target for matching: -6%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%      0.00%     -2.35%     24.53%      -18.82%       14.13%    -66.34%     42.54%
 14 days       11        9.1%     -7.14%    -13.48%     21.47%      -27.90%        0.94%    -78.25%      2.24%
 30 days       11        9.1%     -5.95%     -8.82%     35.92%      -32.95%       15.32%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 4: WBT-USD (Overvalued by 39.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $48.14 ($24.49,-49% - $48.99,+2%)
   +30d (1m): $37.90,-21.3% ($26.79,-44% - $53.61,+11%)
   +60d (2m): $41.47,-13.9% ($29.31,-39% - $58.67,+22%)
   +90d (3m): $45.38,-5.7% ($32.07,-33% - $64.20,+33%)
   +180d (6m): $59.45,+23.5% ($42.00,-13% - $84.15,+75%)
   +365d (1y): $103.58,+115.2% ($73.09,+52% - $146.80,+205%)
   +EOY (190d): $61.26,+27.2% ($43.27,-10% - $86.72,+80%)
   End-of-year outlook: 📈 Bullish Trend (+27.2%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 190 days | EOY Target: $61.26 (+27.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (190d): $0.105153,-76.9% ($0.071930,-84% - $0.153722,-66%)
   End-of-year outlook: 📉 Bearish Trend (-76.9%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $0.105153 (-76.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (190d): $0.000001,-90.4% ($0.000000,-94% - $0.000001,-85%)
   End-of-year outlook: 📉 Bearish Trend (-90.4%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $0.000001 (-90.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (190d): $0.001088,-61.6% ($0.000756,-73% - $0.001567,-45%)
   End-of-year outlook: 📉 Bearish Trend (-61.6%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 190 days | EOY Target: $0.001088 (-61.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 94
Average R-squared: 0.7498
Best R-squared: 0.989508
Average annual growth: 653303.2%

Valuation breakdown:
  🟡 FAIR_VALUE: 43 (45.7%) - Hold/Monitor
  🟢 UNDERVALUED: 17 (18.1%) - Buy Opportunities
  🔴 OVERVALUED: 7 (7.4%) - Sell Warnings

Optimal window distribution:
  30 days: 38 instruments (40.4%)
  60 days: 2 instruments (2.1%)
  90 days: 9 instruments (9.6%)
  120 days: 3 instruments (3.2%)
  180 days: 12 instruments (12.8%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 17
  🔴 High-quality overvalued warnings: 7
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X        0.933214 120 d        40.5%   1.3387          🟡 FAIR          -2.1%
2    DX-Y.NYB        0.912504 120 d       -31.0%   99.294          🟡 FAIR           2.0%
3    EURUSD=X        0.908418 120 d        49.7%   1.1478          🟡 FAIR          -1.3%
4    USDCHF=X        0.878146 120 d       -35.0%   0.8181          🟡 FAIR           1.5%
5    USDJPY=X        0.800490 120 d       -26.1%   147.89          🟡 FAIR           4.5%
6    USDCAD=X        0.795533 120 d       -17.0%   1.3792          🟡 FAIR           0.7%
7    NZDUSD=X        0.771944 120 d        27.9%   0.5891          🟡 FAIR          -2.3%
8    AUDUSD=X        0.638724 1000d        -4.8%   0.6382          🟡 FAIR           nan%

📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9332)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3387 (1.3441,+0% - 1.3916,+4%)
   +30d (1m): 1.4064,+5.1% (1.3818,+3% - 1.4314,+7%)
   +60d (2m): 1.4462,+8.0% (1.4204,+6% - 1.4725,+10%)
   +90d (3m): 1.4872,+11.1% (1.4600,+9% - 1.5149,+13%)
   +180d (6m): 1.6173,+20.8% (1.5848,+18% - 1.6504,+23%)
   +365d (1y): 1.9214,+43.5% (1.8727,+40% - 1.9714,+47%)
   +EOY (190d): 1.6324,+21.9% (1.5993,+19% - 1.6662,+24%)
   End-of-year outlook: 📈 Bullish Trend (+21.9%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: 1.6324 (+21.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.73%
Rounded target for matching: 1%
Similar historical periods found: 759
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      759       52.2%      0.06%      0.03%      1.38%       -0.07%        0.13%     -8.78%      4.60%
 14 days      759       53.0%      0.14%      0.03%      2.00%       -0.11%        0.18%    -11.45%      5.53%
 30 days      759       50.3%      0.01%     -0.18%      2.91%       -0.39%        0.03%    -11.52%      9.09%
 90 days      752       49.5%     -0.05%     -0.70%      5.28%       -1.08%       -0.32%    -25.95%     18.19%
180 days      752       43.9%     -0.81%     -1.57%      7.60%       -2.12%       -1.03%    -30.53%     19.31%
365 days      707       37.9%     -2.36%     -3.49%      9.60%       -4.20%       -2.78%    -31.18%     15.79%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.52%
Rounded target for matching: 8%
Similar historical periods found: 64
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       64       35.9%     -0.33%     -0.35%      1.51%       -0.73%        0.03%     -4.41%      4.14%
 14 days       64       45.3%     -0.08%     -0.41%      1.73%       -0.84%        0.02%     -4.32%      4.17%
 30 days       64       35.9%     -0.56%     -0.51%      1.99%       -1.01%       -0.02%     -4.70%      4.60%
 90 days       64       64.1%      1.14%      0.18%      3.59%       -0.71%        1.08%     -7.75%      6.08%
180 days       64       62.5%      1.86%      1.07%      4.99%       -0.17%        2.32%    -12.62%      9.27%
365 days       64       67.2%      1.07%      0.63%      6.05%       -0.88%        2.15%    -15.38%      9.93%


========================================================================================================================

Chart 2: DX-Y.NYB (R² = 0.9125)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 99.294 (95.220,-4% - 99.485,+0%)
   +30d (1m): 94.410,-4.9% (92.334,-7% - 96.533,-3%)
   +60d (2m): 91.579,-7.8% (89.525,-10% - 93.680,-6%)
   +90d (3m): 88.832,-10.5% (86.791,-13% - 90.922,-8%)
   +180d (6m): 81.078,-18.3% (79.031,-20% - 83.177,-16%)
   +365d (1y): 67.198,-32.3% (65.055,-34% - 69.411,-30%)
   +EOY (190d): 80.259,-19.2% (78.209,-21% - 82.363,-17%)
   End-of-year outlook: 📉 Bearish Trend (-19.2%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 190 days | EOY Target: 80.259 (-19.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.04%
Rounded target for matching: -1%
Similar historical periods found: 1759
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1759       48.5%     -0.02%     -0.11%      1.29%       -0.17%       -0.05%     -7.77%      5.15%
 14 days     1759       47.5%     -0.07%     -0.15%      1.87%       -0.24%       -0.07%     -9.19%      6.88%
 30 days     1759       49.2%     -0.02%     -0.16%      2.91%       -0.29%       -0.02%     -9.25%      9.24%
 90 days     1756       46.9%     -0.34%     -0.20%      5.40%       -0.45%        0.05%    -13.08%     21.48%
180 days     1756       46.2%     -0.72%     -0.38%      7.59%       -0.73%       -0.02%    -22.59%     27.25%
365 days     1726       49.4%     -0.13%      0.12%     11.21%       -0.41%        0.65%    -31.68%     33.83%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.01%
Rounded target for matching: -8%
Similar historical periods found: 380
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      380       52.1%      0.09%      0.06%      1.36%       -0.08%        0.20%     -6.03%      4.78%
 14 days      380       47.1%     -0.14%     -0.19%      1.99%       -0.39%        0.01%     -7.23%      5.89%
 30 days      380       47.1%     -0.32%     -0.42%      2.66%       -0.69%       -0.15%     -8.30%     10.88%
 90 days      375       44.5%     -0.58%     -0.60%      5.15%       -1.13%       -0.08%    -12.85%     15.95%
180 days      375       54.1%      0.56%     -0.48%      8.60%       -1.35%        0.39%    -21.18%     18.75%
365 days      375       61.6%      1.30%     -0.42%     11.19%       -1.56%        0.71%    -29.92%     27.22%


========================================================================================================================

Chart 3: EURUSD=X (R² = 0.9084)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1478 (1.1348,-1% - 1.1918,+4%)
   +30d (1m): 1.2022,+4.7% (1.1727,+2% - 1.2324,+7%)
   +60d (2m): 1.2427,+8.3% (1.2116,+6% - 1.2746,+11%)
   +90d (3m): 1.2847,+11.9% (1.2517,+9% - 1.3185,+15%)
   +180d (6m): 1.4191,+23.6% (1.3791,+20% - 1.4602,+27%)
   +365d (1y): 1.7412,+51.7% (1.6793,+46% - 1.8054,+57%)
   +EOY (190d): 1.4349,+25.0% (1.3940,+21% - 1.4770,+29%)
   End-of-year outlook: 📈 Bullish Trend (+25.0%)
   Confidence: 90.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 190 days | EOY Target: 1.4349 (+25.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.22%
Rounded target for matching: 2%
Similar historical periods found: 556
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      556       52.9%      0.09%      0.02%      1.48%       -0.11%        0.14%    -10.26%      4.32%
 14 days      556       50.4%      0.01%      0.07%      2.16%       -0.11%        0.25%    -14.36%      5.49%
 30 days      556       51.4%      0.17%      0.24%      3.01%       -0.01%        0.49%    -16.39%     10.62%
 90 days      548       57.3%      0.84%      0.39%      4.94%       -0.03%        0.80%    -18.66%     12.27%
180 days      548       57.3%      1.34%      1.06%      6.99%        0.47%        1.65%    -18.45%     16.42%
365 days      507       45.4%     -1.11%     -0.81%      8.62%       -1.57%       -0.06%    -21.59%     23.75%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.45%
Rounded target for matching: 10%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       60       38.3%     -0.27%     -0.30%      1.35%       -0.65%        0.05%     -5.40%      2.56%
 14 days       60       46.7%     -0.14%     -0.04%      1.68%       -0.48%        0.39%     -4.55%      3.15%
 30 days       60       50.0%     -0.05%     -0.01%      1.69%       -0.45%        0.42%     -5.42%      3.14%
 90 days       57       66.7%      1.20%      1.25%      3.25%        0.39%        2.12%     -6.79%      7.96%
180 days       57       31.6%     -2.18%     -2.82%      5.45%       -4.26%       -1.37%    -17.87%      7.15%
365 days       57        8.8%     -4.44%     -4.49%      2.65%       -5.19%       -3.79%    -11.10%      1.88%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8781)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.8181 (0.7815,-4% - 0.8310,+2%)
   +30d (1m): 0.7778,-4.9% (0.7540,-8% - 0.8024,-2%)
   +60d (2m): 0.7507,-8.2% (0.7272,-11% - 0.7750,-5%)
   +90d (3m): 0.7246,-11.4% (0.7013,-14% - 0.7486,-8%)
   +180d (6m): 0.6514,-20.4% (0.6285,-23% - 0.6752,-17%)
   +365d (1y): 0.5235,-36.0% (0.5003,-39% - 0.5478,-33%)
   +EOY (190d): 0.6438,-21.3% (0.6209,-24% - 0.6676,-18%)
   End-of-year outlook: 📉 Bearish Trend (-21.3%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: 0.6438 (-21.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.88%
Rounded target for matching: -2%
Similar historical periods found: 643
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      643       48.8%     -0.04%     -0.01%      1.60%       -0.13%        0.12%     -7.36%      9.93%
 14 days      643       51.3%      0.07%      0.01%      2.25%       -0.17%        0.18%    -12.16%     10.64%
 30 days      643       47.7%     -0.16%     -0.24%      3.01%       -0.47%       -0.01%     -8.90%     16.15%
 90 days      631       41.4%     -0.82%     -0.68%      5.12%       -1.08%       -0.28%    -21.68%     20.19%
180 days      631       41.4%     -0.89%     -1.06%      6.02%       -1.53%       -0.59%    -18.47%     16.47%
365 days      607       41.8%     -1.27%     -1.25%      6.64%       -1.78%       -0.72%    -25.85%     17.49%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.44%
Rounded target for matching: -10%
Similar historical periods found: 52
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       52       53.8%      0.17%      0.08%      2.33%       -0.57%        0.73%     -5.95%      3.98%
 14 days       52       51.9%      0.77%     -0.45%      3.92%       -1.54%        0.64%    -12.16%     10.34%
 30 days       52       44.2%     -0.47%     -0.02%      4.23%       -1.19%        1.16%     -9.43%     15.84%
 90 days       52       67.3%      5.21%      3.13%      6.27%        1.38%        4.88%     -9.16%     18.41%
180 days       52       78.8%      9.02%      5.97%      9.87%        3.23%        8.72%    -16.26%     21.51%
365 days       52       73.1%      6.48%      4.14%      7.19%        2.13%        6.14%     -9.45%     17.03%


========================================================================================================================

Chart 5: USDJPY=X (R² = 0.8005)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 147.89 (137.42,-7% - 145.60,-2%)
   +30d (1m): 137.97,-6.7% (133.98,-9% - 142.08,-4%)
   +60d (2m): 134.58,-9.0% (130.61,-12% - 138.67,-6%)
   +90d (3m): 131.27,-11.2% (127.30,-14% - 135.36,-8%)
   +180d (6m): 121.81,-17.6% (117.77,-20% - 125.99,-15%)
   +365d (1y): 104.46,-29.4% (100.09,-32% - 109.03,-26%)
   +EOY (190d): 120.81,-18.3% (116.75,-21% - 125.00,-15%)
   End-of-year outlook: 📉 Bearish Trend (-18.3%)
   Confidence: 80.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 190 days | EOY Target: 120.81 (-18.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.42%
Rounded target for matching: 1%
Similar historical periods found: 924
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      924       49.8%     -0.00%     -0.05%      1.64%       -0.15%        0.06%     -7.67%      6.53%
 14 days      924       51.0%      0.05%      0.08%      2.36%       -0.07%        0.23%    -10.80%      8.39%
 30 days      924       53.9%      0.22%      0.15%      3.57%       -0.08%        0.38%    -15.64%     12.35%
 90 days      924       48.6%     -0.27%      0.16%      6.55%       -0.26%        0.59%    -20.08%     19.61%
180 days      913       47.4%     -0.59%      0.85%      9.41%        0.24%        1.46%    -20.84%     29.60%
365 days      887       45.1%     -1.12%      1.46%     13.87%        0.55%        2.37%    -27.02%     36.76%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.13%
Rounded target for matching: -4%
Similar historical periods found: 283
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      283       52.3%      0.08%      0.09%      1.71%       -0.11%        0.29%    -11.36%      5.97%
 14 days      283       55.5%      0.14%      0.16%      2.17%       -0.09%        0.41%    -11.83%      7.62%
 30 days      283       50.5%      0.09%     -0.02%      3.15%       -0.39%        0.35%    -10.00%      8.89%
 90 days      277       52.0%      0.32%      0.45%      5.28%       -0.17%        1.08%    -14.44%     13.62%
180 days      266       49.2%     -0.24%      0.22%      7.62%       -0.70%        1.14%    -13.49%     27.54%
365 days      260       42.7%     -1.25%      0.51%     11.90%       -0.94%        1.97%    -21.38%     34.65%


========================================================================================================================

Chart 6: USDCAD=X (R² = 0.7955)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3792 (1.3445,-3% - 1.3939,+1%)
   +30d (1m): 1.3481,-2.2% (1.3237,-4% - 1.3731,-0%)
   +60d (2m): 1.3276,-3.7% (1.3030,-6% - 1.3527,-2%)
   +90d (3m): 1.3074,-5.2% (1.2826,-7% - 1.3327,-3%)
   +180d (6m): 1.2487,-9.5% (1.2226,-11% - 1.2753,-8%)
   +365d (1y): 1.1360,-17.6% (1.1061,-20% - 1.1668,-15%)
   +EOY (190d): 1.2423,-9.9% (1.2161,-12% - 1.2691,-8%)
   End-of-year outlook: 📉 Bearish Trend (-9.9%)
   Confidence: 79.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 190 days | EOY Target: 1.2423 (-9.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.95%
Rounded target for matching: -1%
Similar historical periods found: 869
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      869       50.7%      0.03%      0.04%      1.16%       -0.04%        0.11%     -4.49%      3.41%
 14 days      869       54.5%      0.22%      0.13%      1.68%        0.01%        0.24%     -5.56%      6.09%
 30 days      869       52.5%      0.19%      0.03%      2.39%       -0.13%        0.19%     -7.81%      6.83%
 90 days      860       56.6%      0.65%      0.33%      4.52%        0.03%        0.63%    -12.17%     28.78%
180 days      858       56.9%      0.74%      0.88%      7.01%        0.41%        1.35%    -20.81%     29.94%
365 days      839       56.6%      1.45%      1.53%      8.69%        0.95%        2.12%    -18.66%     29.60%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.56%
Rounded target for matching: -4%
Similar historical periods found: 306
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      306       49.3%     -0.03%      0.04%      1.18%       -0.09%        0.17%     -3.54%      3.98%
 14 days      306       45.4%     -0.18%     -0.09%      1.65%       -0.28%        0.09%     -6.17%      4.41%
 30 days      306       44.1%     -0.43%     -0.14%      2.21%       -0.38%        0.11%     -8.08%      5.97%
 90 days      298       45.6%     -0.54%     -0.33%      3.65%       -0.74%        0.09%    -11.20%     10.73%
180 days      298       49.3%     -0.05%      0.88%      6.23%        0.17%        1.59%    -12.89%     24.43%
365 days      298       55.4%      1.22%      1.39%      8.90%        0.37%        2.40%    -16.41%     29.60%


========================================================================================================================

Chart 7: NZDUSD=X (R² = 0.7719)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.5891 (0.5877,-0% - 0.6185,+5%)
   +30d (1m): 0.6152,+4.4% (0.5995,+2% - 0.6314,+7%)
   +60d (2m): 0.6278,+6.6% (0.6114,+4% - 0.6447,+9%)
   +90d (3m): 0.6407,+8.8% (0.6235,+6% - 0.6583,+12%)
   +180d (6m): 0.6808,+15.6% (0.6608,+12% - 0.7014,+19%)
   +365d (1y): 0.7713,+30.9% (0.7427,+26% - 0.8010,+36%)
   +EOY (190d): 0.6854,+16.3% (0.6650,+13% - 0.7064,+20%)
   End-of-year outlook: 📈 Bullish Trend (+16.3%)
   Confidence: 77.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 190 days | EOY Target: 0.6854 (+16.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.50%
Rounded target for matching: -1%
Similar historical periods found: 593
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      593       47.6%     -0.10%     -0.10%      1.85%       -0.25%        0.05%     -8.75%      5.74%
 14 days      593       49.2%     -0.07%     -0.10%      2.67%       -0.32%        0.11%    -13.69%      8.38%
 30 days      593       46.4%     -0.32%     -0.22%      3.74%       -0.53%        0.08%    -14.60%     10.36%
 90 days      590       38.8%     -1.78%     -1.72%      6.74%       -2.27%       -1.18%    -31.63%     17.40%
180 days      588       37.8%     -1.82%     -2.52%      9.01%       -3.25%       -1.79%    -36.12%     21.59%
365 days      565       37.3%     -2.30%     -2.22%      9.30%       -2.99%       -1.45%    -31.00%     25.22%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.42%
Rounded target for matching: 4%
Similar historical periods found: 311
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      311       53.1%      0.12%      0.07%      1.91%       -0.14%        0.29%     -7.15%      6.25%
 14 days      311       55.6%      0.34%      0.10%      2.52%       -0.19%        0.38%     -7.40%      5.65%
 30 days      311       48.2%     -0.14%      0.22%      3.42%       -0.17%        0.60%     -8.49%     12.63%
 90 days      310       45.8%     -0.66%     -0.27%      6.33%       -0.98%        0.44%    -14.69%     19.93%
180 days      310       44.2%     -1.12%     -1.26%     10.28%       -2.41%       -0.11%    -35.45%     25.75%
365 days      293       48.8%     -0.94%     -2.50%     12.06%       -3.89%       -1.11%    -34.73%     27.34%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6387)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6382 (0.5939,-7% - 0.6664,+4%)
   +30d (1m): 0.6266,-1.8% (0.5915,-7% - 0.6637,+4%)
   +60d (2m): 0.6240,-2.2% (0.5891,-8% - 0.6610,+4%)
   +90d (3m): 0.6215,-2.6% (0.5867,-8% - 0.6584,+3%)
   +180d (6m): 0.6140,-3.8% (0.5796,-9% - 0.6505,+2%)
   +365d (1y): 0.5989,-6.2% (0.5653,-11% - 0.6345,-1%)
   +EOY (190d): 0.6132,-3.9% (0.5788,-9% - 0.6496,+2%)
   End-of-year outlook: ➡️ Sideways Trend (-3.9%)
   Confidence: 63.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 61 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 190 days | EOY Target: 0.6132 (-3.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.60%
Rounded target for matching: -1%
Similar historical periods found: 545
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      545       49.0%     -0.05%     -0.05%      1.62%       -0.19%        0.08%     -6.04%      5.13%
 14 days      545       49.7%     -0.06%     -0.12%      2.25%       -0.31%        0.07%     -9.32%      6.23%
 30 days      545       54.9%      0.38%      0.04%      3.30%       -0.24%        0.32%    -14.68%      8.71%
 90 days      540       43.1%     -1.08%     -1.09%      6.14%       -1.60%       -0.57%    -31.58%     22.45%
180 days      529       40.3%     -1.68%     -1.30%      8.71%       -2.04%       -0.55%    -31.51%     35.62%
365 days      503       37.4%     -3.24%     -2.09%     11.99%       -3.15%       -1.04%    -26.23%     41.96%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.58%
Rounded target for matching: 2%
Similar historical periods found: 253
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      253       46.2%     -0.13%      1.68%     30.37%       -2.08%        5.44%     -6.74%    483.13%
 14 days      253       40.3%     -0.47%     -0.50%      2.35%       -0.79%       -0.21%     -9.55%      7.20%
 30 days      253       36.0%     -1.02%      1.26%     31.49%       -2.64%        5.16%    -13.15%    498.07%
 90 days      251       46.6%     -0.14%     -0.72%      6.13%       -1.48%        0.04%    -32.02%     22.15%
180 days      248       41.5%     -1.45%     -1.78%      9.46%       -2.96%       -0.59%    -30.56%     39.85%
365 days      212       34.4%     -6.14%     -3.94%     12.46%       -5.63%       -2.26%    -25.06%     33.16%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8299
Best R-squared: 0.933214
Average annual growth: 0.5%

Valuation breakdown:
  🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor

Optimal window distribution:
  120 days: 7 instruments (87.5%)
  1000 days: 1 instruments (12.5%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.955482 500 d        35.3%   $3.4K           🟡 FAIR           4.3%
2    KC=F            0.931145 500 d        70.0%   $324.60         🟢 UNDER        -19.1%
3    LE=F            0.924093 1000d        14.4%   $209.30         🟡 FAIR          -2.2%
4    DX=F            0.913705 120 d       -22.7%   $97.69          🟡 FAIR           0.7%
5    PL=F            0.913080 30  d      1287.4%   $1.3K           🟡 FAIR          -1.8%
6    ES=F            0.910736 750 d        19.4%   $6.1K           🟡 FAIR          -2.3%
7    NQ=F            0.902214 750 d        27.4%   $22.2K          🟡 FAIR          -4.0%
8    CC=F            0.882983 750 d        86.3%   $8.5K           🟢 UNDER        -31.8%
9    SB=F            0.882219 30  d       -60.4%   $16.52          🟡 FAIR           2.6%
10   YM=F            0.878569 750 d        13.2%   $42.9K          🟡 FAIR          -3.7%
11   HE=F            0.876844 60  d       186.7%   $113.32         🟡 FAIR           5.2%
12   ZS=F            0.867396 750 d       -16.0%   $1.1K           🔴 OVER          10.2%
13   PA=F            0.861398 1000d       -25.1%   $1.1K           🔴 OVER          37.1%
14   SI=F            0.859906 30  d       279.2%   $36.15          🟡 FAIR          -2.9%
15   OJ=F            0.786105 180 d       -72.9%   $235.25         🟡 FAIR           1.7%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9555)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.4K ($3.0K,-11% - $3.5K,+3%)
   +30d (1m): $3.4K,-0.6% ($3.1K,-8% - $3.6K,+7%)
   +60d (2m): $3.5K,+3.0% ($3.2K,-4% - $3.7K,+11%)
   +90d (3m): $3.6K,+6.8% ($3.3K,-1% - $3.9K,+15%)
   +180d (6m): $4.0K,+19.0% ($3.7K,+10% - $4.3K,+28%)
   +365d (1y): $5.0K,+48.5% ($4.7K,+38% - $5.4K,+60%)
   +EOY (190d): $4.1K,+20.4% ($3.8K,+12% - $4.4K,+30%)
   End-of-year outlook: 📈 Bullish Trend (+20.4%)
   Confidence: 95.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 190 days | EOY Target: $4.1K (+20.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.27%
Rounded target for matching: 1%
Similar historical periods found: 436
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      436       56.7%      0.51%      0.50%      2.56%        0.26%        0.74%    -12.59%      8.06%
 14 days      436       57.3%      0.71%      0.89%      3.45%        0.56%        1.21%    -14.55%     10.57%
 30 days      436       63.5%      1.94%      2.12%      5.11%        1.64%        2.60%    -13.85%     19.96%
 90 days      436       74.8%      3.51%      4.44%      8.76%        3.62%        5.27%    -21.06%     29.82%
180 days      429       72.5%      8.03%      9.00%     12.74%        7.79%       10.21%    -21.46%     43.68%
365 days      419       81.9%     16.37%     18.00%     19.45%       16.13%       19.87%    -26.71%     69.34%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.11%
Rounded target for matching: 16%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       60.4%      1.00%      0.64%      3.16%        0.04%        1.23%     -7.00%     11.44%
 14 days      111       56.8%      0.73%      0.84%      4.10%        0.06%        1.61%    -10.21%     10.15%
 30 days      111       58.6%      1.68%      1.66%      5.89%        0.55%        2.76%    -11.92%     15.89%
 90 days      108       72.2%      5.47%      6.15%      9.61%        4.31%        7.98%    -11.37%     29.86%
180 days      105       77.1%     12.19%     10.49%     12.27%        8.12%       12.87%    -31.46%     30.46%
365 days       90       91.1%     18.57%     17.49%     15.67%       14.21%       20.77%    -25.53%     50.63%


========================================================================================================================

Chart 2: KC=F (R² = 0.9311)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $324.60 ($340.93,+5% - $472.40,+46%)
   +30d (1m): $427.49,+31.7% ($363.12,+12% - $503.27,+55%)
   +60d (2m): $455.37,+40.3% ($386.76,+19% - $536.17,+65%)
   +90d (3m): $485.08,+49.4% ($411.92,+27% - $571.23,+76%)
   +180d (6m): $586.32,+80.6% ($497.63,+53% - $690.82,+113%)
   +365d (1y): $865.68,+166.7% ($733.64,+126% - $1.0K,+215%)
   +EOY (190d): $598.80,+84.5% ($508.19,+57% - $705.57,+117%)
   End-of-year outlook: 📈 Bullish Trend (+84.5%)
   Confidence: 93.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-21%)
   📅 Days until EOY 2025: 190 days | EOY Target: $598.80 (+84.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.40%
Rounded target for matching: -18%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       52.6%      0.66%      1.14%      6.81%       -1.10%        3.38%     -9.20%     32.32%
 14 days       38       55.3%      1.01%      0.33%      7.41%       -2.11%        2.77%    -13.08%     20.14%
 30 days       38       47.4%     -1.96%     -0.25%      7.34%       -2.67%        2.16%    -16.11%     16.42%
 90 days       38       28.9%     -4.90%     -1.30%     12.39%       -5.37%        2.77%    -18.19%     38.24%
180 days       38       31.6%     -9.88%     -3.31%     22.93%      -10.84%        4.23%    -27.60%     72.12%
365 days       38       71.1%      8.48%     14.61%     42.26%        0.72%       28.50%    -43.45%    109.21%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -21.49%
Rounded target for matching: -21%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       57.1%      0.85%      1.45%      6.94%       -0.06%        2.96%    -13.05%     44.18%
 14 days       84       42.9%     -0.63%     -0.18%      6.75%       -1.64%        1.29%    -12.80%     21.58%
 30 days       84       39.3%     -2.15%     -0.58%      9.16%       -2.57%        1.40%    -13.91%     25.88%
 90 days       84       39.3%     -3.48%     -1.42%     14.23%       -4.51%        1.66%    -25.87%     31.97%
180 days       84       38.1%    -13.56%     -5.29%     20.82%       -9.81%       -0.77%    -32.03%     54.79%
365 days       84       54.8%     13.09%      9.35%     54.92%       -2.57%       21.27%    -52.35%    176.11%


========================================================================================================================

Chart 3: LE=F (R² = 0.9241)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $209.30 ($196.13,-6% - $233.42,+12%)
   +30d (1m): $217.43,+3.9% ($199.30,-5% - $237.20,+13%)
   +60d (2m): $220.95,+5.6% ($202.52,-3% - $241.05,+15%)
   +90d (3m): $224.52,+7.3% ($205.80,-2% - $244.95,+17%)
   +180d (6m): $235.60,+12.6% ($215.93,+3% - $257.05,+23%)
   +365d (1y): $260.11,+24.3% ($238.37,+14% - $283.83,+36%)
   +EOY (190d): $236.86,+13.2% ($217.09,+4% - $258.43,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.2%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 53 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 190 days | EOY Target: $236.86 (+13.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.31%
Rounded target for matching: -2%
Similar historical periods found: 329
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      329       51.7%      0.03%     -0.02%      3.45%       -0.40%        0.35%    -13.77%     11.18%
 14 days      329       49.5%     -0.10%     -0.18%      4.69%       -0.69%        0.33%    -14.61%     12.76%
 30 days      329       52.3%      0.53%      0.13%      6.28%       -0.55%        0.82%    -23.99%     14.77%
 90 days      325       58.2%      1.51%      1.50%      9.51%        0.46%        2.54%    -20.66%     32.99%
180 days      320       65.0%      3.47%      2.91%     11.16%        1.68%        4.14%    -22.45%     32.90%
365 days      307       55.7%      3.12%      5.40%     17.46%        3.44%        7.36%    -32.14%     44.79%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.82%
Rounded target for matching: 5%
Similar historical periods found: 234
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      234       53.4%      0.26%     -0.15%      3.22%       -0.56%        0.27%    -14.58%      7.60%
 14 days      234       60.7%      0.85%      0.47%      4.32%       -0.09%        1.03%    -17.20%     10.92%
 30 days      234       61.1%      1.76%      0.87%      5.30%        0.19%        1.55%    -15.88%     13.76%
 90 days      225       55.1%      0.88%      1.36%      8.93%        0.19%        2.53%    -21.56%     26.47%
180 days      221       61.5%      2.60%      2.81%      8.87%        1.63%        3.98%    -27.64%     38.48%
365 days      209       58.9%      2.63%      6.52%     17.45%        4.14%        8.90%    -29.68%     44.53%


========================================================================================================================

Chart 4: DX=F (R² = 0.9137)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.69 ($94.95,-3% - $99.19,+2%)
   +30d (1m): $94.12,-3.7% ($92.05,-6% - $96.23,-1%)
   +60d (2m): $91.28,-6.6% ($89.24,-9% - $93.37,-4%)
   +90d (3m): $88.53,-9.4% ($86.50,-11% - $90.61,-7%)
   +180d (6m): $80.76,-17.3% ($78.72,-19% - $82.85,-15%)
   +365d (1y): $66.86,-31.6% ($64.73,-34% - $69.06,-29%)
   +EOY (190d): $79.94,-18.2% ($77.90,-20% - $82.03,-16%)
   End-of-year outlook: 📉 Bearish Trend (-18.2%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $79.94 (-18.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.84%
Rounded target for matching: -4%
Similar historical periods found: 289
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      289       48.4%     -0.06%     -0.08%      1.28%       -0.23%        0.07%     -3.49%      3.44%
 14 days      289       45.7%     -0.22%     -0.31%      1.73%       -0.51%       -0.10%     -4.79%      4.88%
 30 days      289       43.9%     -0.45%     -0.59%      2.54%       -0.88%       -0.29%     -7.10%      5.58%
 90 days      264       39.8%     -1.37%     -0.87%      3.81%       -1.33%       -0.41%     -8.51%      7.62%
180 days      264       42.8%     -0.82%     -0.20%      6.65%       -1.00%        0.61%    -12.05%     21.04%
365 days      263       55.5%      0.79%     -0.67%      8.36%       -1.68%        0.35%    -19.61%     21.63%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.88%
Rounded target for matching: -9%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       54.5%      0.29%      0.19%      1.54%       -0.19%        0.56%     -3.02%      3.72%
 14 days       66       43.9%     -0.24%     -0.05%      1.95%       -0.53%        0.43%     -3.41%      4.84%
 30 days       66       50.0%      0.01%      0.23%      2.07%       -0.28%        0.74%     -3.65%      5.28%
 90 days       66       40.9%     -0.81%     -0.31%      2.86%       -1.01%        0.39%     -6.02%      6.08%
180 days       66       60.6%      1.44%      1.65%      7.28%       -0.14%        3.44%    -10.93%     13.58%
365 days       66       56.1%      0.42%     -3.32%      8.88%       -5.50%       -1.13%    -19.92%      8.92%


========================================================================================================================

Chart 5: PL=F (R² = 0.9131)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K ($1.2K,-4% - $1.4K,+8%)
   +30d (1m): $1.8K,+39.3% ($1.7K,+29% - $1.9K,+51%)
   +60d (2m): $2.4K,+90.5% ($2.2K,+71% - $2.7K,+112%)
   +90d (3m): $3.3K,+160.5% ($2.9K,+127% - $3.8K,+199%)
   +180d (6m): $8.6K,+566.4% ($6.7K,+424% - $10.9K,+748%)
   +365d (1y): $59.0K,+4494.9% ($37.2K,+2799% - $93.5K,+7184%)
   +EOY (190d): $9.5K,+639.7% ($7.4K,+474% - $12.2K,+853%)
   End-of-year outlook: 📈 Bullish Trend (+639.7%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $9.5K (+639.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 28.53%
Rounded target for matching: 29%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       40.0%     -4.90%     -1.51%      5.86%       -8.79%        5.77%     -6.77%      9.16%
 14 days        5       60.0%      0.04%      1.62%      6.11%       -5.96%        9.20%     -6.79%     11.95%
 30 days        5       80.0%      6.94%      6.31%      6.77%       -2.10%       14.72%     -3.66%     14.50%
 90 days        5      100.0%     26.77%     27.45%      5.36%       20.79%       34.11%     19.90%     36.67%
180 days        5      100.0%     33.74%     36.91%      7.28%       27.87%       45.95%     27.76%     48.60%
365 days        5      100.0%     47.67%     48.35%     10.36%       35.49%       61.21%     31.15%     63.34%


========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.56%
Rounded target for matching: 24%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       55.8%      1.32%     -0.12%      4.43%       -1.48%        1.25%    -13.49%      5.78%
 14 days       43       51.2%      1.71%      0.82%      6.08%       -1.05%        2.70%    -11.15%     17.28%
 30 days       43       58.1%      1.35%      0.00%      6.97%       -2.14%        2.15%    -14.40%     17.07%
 90 days       43       60.5%      2.06%      2.38%      8.32%       -0.18%        4.94%    -21.83%     24.31%
180 days       43       58.1%      3.38%      7.11%     14.67%        2.60%       11.63%    -21.77%     35.13%
365 days       43       62.8%      7.23%      6.78%     19.72%        0.71%       12.85%    -24.33%     56.47%


========================================================================================================================

Chart 6: ES=F (R² = 0.9107)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.1K ($5.7K,-7% - $6.9K,+12%)
   +30d (1m): $6.4K,+4.5% ($5.8K,-5% - $7.0K,+15%)
   +60d (2m): $6.5K,+6.7% ($5.9K,-3% - $7.2K,+17%)
   +90d (3m): $6.7K,+9.0% ($6.1K,-1% - $7.3K,+20%)
   +180d (6m): $7.1K,+16.1% ($6.5K,+6% - $7.8K,+28%)
   +365d (1y): $8.1K,+32.2% ($7.4K,+20% - $8.9K,+45%)
   +EOY (190d): $7.1K,+16.9% ($6.5K,+6% - $7.9K,+28%)
   End-of-year outlook: 📈 Bullish Trend (+16.9%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 190 days | EOY Target: $7.1K (+16.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.64%
Rounded target for matching: 8%
Similar historical periods found: 158
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      158       55.1%      0.24%      0.02%      2.21%       -0.33%        0.37%     -6.27%      6.05%
 14 days      158       58.9%      0.57%      0.48%      2.88%        0.02%        0.93%     -8.74%      6.64%
 30 days      158       58.9%      0.77%      0.62%      4.10%       -0.03%        1.26%    -12.79%      9.93%
 90 days      158       65.8%      3.79%      2.62%      7.64%        1.42%        3.82%    -28.06%     18.94%
180 days      157       74.5%      9.14%      6.56%     12.91%        4.53%        8.60%    -37.85%     35.62%
365 days      151       77.5%     19.13%     13.12%     19.60%        9.97%       16.27%    -51.14%     46.19%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.64%
Rounded target for matching: 1%
Similar historical periods found: 247
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      247       52.6%      0.12%     -0.16%      2.57%       -0.48%        0.17%    -10.37%      5.32%
 14 days      247       57.5%      0.56%      0.08%      3.39%       -0.35%        0.50%    -11.37%      7.20%
 30 days      247       65.6%      1.58%      0.53%      4.75%       -0.06%        1.13%    -14.81%      9.21%
 90 days      245       67.3%      3.41%      2.11%      8.55%        1.03%        3.18%    -35.23%     18.18%
180 days      245       70.2%      6.09%      4.03%     13.12%        2.38%        5.68%    -49.22%     29.55%
365 days      244       84.0%     14.44%     10.29%     20.21%        7.74%       12.84%    -55.79%     47.41%


========================================================================================================================

Chart 7: NQ=F (R² = 0.9022)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.2K ($20.2K,-9% - $26.5K,+19%)
   +30d (1m): $23.8K,+7.2% ($20.8K,-6% - $27.3K,+23%)
   +60d (2m): $24.5K,+10.3% ($21.4K,-4% - $28.1K,+26%)
   +90d (3m): $25.3K,+13.6% ($22.1K,-1% - $28.9K,+30%)
   +180d (6m): $27.5K,+23.8% ($24.1K,+8% - $31.5K,+42%)
   +365d (1y): $32.9K,+47.9% ($28.7K,+29% - $37.7K,+69%)
   +EOY (190d): $27.8K,+25.0% ($24.3K,+9% - $31.8K,+43%)
   End-of-year outlook: 📈 Bullish Trend (+25.0%)
   Confidence: 90.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 190 days | EOY Target: $27.8K (+25.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.48%
Rounded target for matching: 10%
Similar historical periods found: 161
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      161       68.9%      0.78%      0.61%      3.20%        0.11%        1.11%    -13.15%     12.94%
 14 days      161       60.2%      1.61%      0.93%      4.49%        0.23%        1.62%    -14.40%     21.04%
 30 days      161       61.5%      2.81%      1.81%      6.67%        0.78%        2.85%    -23.58%     24.01%
 90 days      161       64.6%      3.72%      2.98%     11.28%        1.23%        4.74%    -35.63%     26.10%
180 days      158       67.1%     11.07%      8.60%     16.77%        5.97%       11.24%    -41.57%     45.92%
365 days      153       79.7%     23.35%     19.91%     29.09%       15.26%       24.56%    -58.25%     72.85%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.03%
Rounded target for matching: 2%
Similar historical periods found: 207
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      207       65.7%      0.95%      0.76%      3.01%        0.35%        1.17%     -8.73%      8.96%
 14 days      207       69.6%      1.76%      1.20%      3.91%        0.66%        1.74%    -10.20%     10.49%
 30 days      207       69.6%      2.94%      1.71%      6.50%        0.82%        2.60%    -17.78%     15.68%
 90 days      205       67.3%      5.42%      4.04%     13.48%        2.18%        5.89%    -36.72%     40.88%
180 days      202       82.2%      8.21%      8.83%     16.84%        6.50%       11.17%    -42.00%     52.32%
365 days      199       86.9%     19.01%     20.35%     21.92%       17.29%       23.42%    -40.87%     74.87%


========================================================================================================================

Chart 8: CC=F (R² = 0.8830)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.5K ($8.5K,-0% - $18.3K,+115%)
   +30d (1m): $13.4K,+58.0% ($9.1K,+8% - $19.7K,+132%)
   +60d (2m): $14.4K,+70.1% ($9.8K,+16% - $21.2K,+150%)
   +90d (3m): $15.6K,+83.2% ($10.6K,+25% - $22.8K,+169%)
   +180d (6m): $19.4K,+128.8% ($13.2K,+56% - $28.5K,+236%)
   +365d (1y): $30.7K,+261.3% ($20.9K,+146% - $45.1K,+431%)
   +EOY (190d): $19.9K,+134.5% ($13.6K,+60% - $29.2K,+244%)
   End-of-year outlook: 📈 Bullish Trend (+134.5%)
   Confidence: 88.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 190 days | EOY Target: $19.9K (+134.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.35%
Rounded target for matching: -8%
Similar historical periods found: 170
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      170       57.6%      0.95%      1.16%      5.22%        0.37%        1.95%    -14.95%     25.88%
 14 days      170       58.2%      1.07%      1.67%      6.95%        0.62%        2.73%    -19.63%     25.86%
 30 days      170       57.1%      2.04%      1.29%     10.74%       -0.33%        2.92%    -23.87%     73.29%
 90 days      168       58.9%      4.63%      2.88%     13.05%        0.90%        4.87%    -29.19%     47.78%
180 days      167       64.7%      5.37%      5.85%     17.82%        3.13%        8.57%    -34.65%     66.38%
365 days      165       68.5%      4.40%     11.30%     31.33%        6.48%       16.11%    -36.26%    126.89%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -16.16%
Rounded target for matching: -16%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       59.7%      1.28%      1.23%      6.19%       -0.35%        2.80%    -14.96%     14.09%
 14 days       62       58.1%      1.80%      1.45%      7.92%       -0.57%        3.46%    -16.05%     20.18%
 30 days       62       67.7%      2.94%      4.88%     13.19%        1.53%        8.23%    -19.04%     56.68%
 90 days       61       72.1%      8.74%     11.63%     17.58%        7.12%       16.13%    -21.31%     53.33%
180 days       61       77.0%     10.42%     13.21%     20.33%        8.00%       18.42%    -27.31%     77.79%
365 days       59       72.9%     10.51%     29.39%     48.45%       16.77%       42.02%    -35.53%    131.45%


========================================================================================================================

Chart 9: SB=F (R² = 0.8822)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $16.52 ($15.70,-5% - $16.52,-0%)
   +30d (1m): $14.42,-12.7% ($13.96,-16% - $14.91,-10%)
   +60d (2m): $12.92,-21.8% ($12.36,-25% - $13.51,-18%)
   +90d (3m): $11.57,-30.0% ($10.92,-34% - $12.26,-26%)
   +180d (6m): $8.31,-49.7% ($7.52,-55% - $9.19,-44%)
   +365d (1y): $4.21,-74.5% ($3.48,-79% - $5.10,-69%)
   +EOY (190d): $8.01,-51.5% ($7.21,-56% - $8.90,-46%)
   End-of-year outlook: 📉 Bearish Trend (-51.5%)
   Confidence: 88.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $8.01 (-51.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.60%
Rounded target for matching: -6%
Similar historical periods found: 202
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      202       46.5%     -0.76%      0.04%      5.45%       -0.72%        0.79%    -15.52%     13.04%
 14 days      202       50.0%      0.08%     -0.37%      7.70%       -1.44%        0.70%    -28.10%     24.72%
 30 days      202       50.5%      0.14%      0.55%     10.93%       -0.97%        2.06%    -38.81%     32.62%
 90 days      199       49.2%     -0.47%      1.96%     17.88%       -0.54%        4.46%    -42.41%     79.05%
180 days      191       54.5%      2.76%      7.49%     29.24%        3.32%       11.67%    -39.81%    118.01%
365 days      186       62.4%      9.88%     17.48%     40.18%       11.67%       23.30%    -47.61%    150.98%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -16.86%
Rounded target for matching: -17%
Similar historical periods found: 93
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       93       45.2%     -0.84%      0.83%      6.00%       -0.40%        2.07%     -8.87%     28.76%
 14 days       93       52.7%      0.72%      1.49%      8.00%       -0.15%        3.14%    -15.42%     36.62%
 30 days       93       44.1%     -1.44%      1.19%     10.89%       -1.05%        3.44%    -22.02%     40.32%
 90 days       88       45.5%     -2.18%      1.81%     17.24%       -1.84%        5.46%    -27.08%     42.52%
180 days       87       54.0%      5.21%      9.13%     26.00%        3.59%       14.68%    -29.45%     95.48%
365 days       79       51.9%      3.14%     12.51%     39.37%        3.69%       21.33%    -43.86%    124.97%


========================================================================================================================

Chart 10: YM=F (R² = 0.8786)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $42.9K ($41.2K,-4% - $48.1K,+12%)
   +30d (1m): $45.2K,+5.3% ($41.8K,-3% - $48.9K,+14%)
   +60d (2m): $45.9K,+6.9% ($42.4K,-1% - $49.6K,+16%)
   +90d (3m): $46.5K,+8.5% ($43.1K,+0% - $50.3K,+17%)
   +180d (6m): $48.7K,+13.4% ($45.0K,+5% - $52.6K,+23%)
   +365d (1y): $53.3K,+24.2% ($49.3K,+15% - $57.6K,+34%)
   +EOY (190d): $48.9K,+14.0% ($45.2K,+5% - $52.9K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+14.0%)
   Confidence: 87.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 190 days | EOY Target: $48.9K (+14.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.82%
Rounded target for matching: 4%
Similar historical periods found: 508
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      508       56.7%      0.34%      0.01%      1.93%       -0.15%        0.18%     -8.64%      6.04%
 14 days      508       60.2%      0.73%      0.19%      2.70%       -0.04%        0.43%    -12.18%      8.16%
 30 days      508       63.6%      1.41%      0.70%      4.27%        0.33%        1.08%    -24.30%     13.60%
 90 days      505       68.7%      2.66%      2.16%      7.17%        1.54%        2.79%    -26.50%     21.21%
180 days      483       77.0%      6.44%      5.36%     10.09%        4.46%        6.26%    -39.25%     29.06%
365 days      466       89.1%     13.97%     12.22%     13.74%       10.97%       13.47%    -52.30%     42.89%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.51%
Rounded target for matching: -4%
Similar historical periods found: 136
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      136       66.9%      1.18%      0.39%      3.57%       -0.21%        1.00%    -18.70%      6.33%
 14 days      136       69.1%      2.05%      1.08%      3.72%        0.45%        1.71%    -13.34%      6.62%
 30 days      136       64.7%      2.34%      1.56%      4.47%        0.80%        2.32%    -10.91%     10.21%
 90 days      129       76.7%      4.58%      3.94%      8.10%        2.53%        5.35%    -23.35%     20.76%
180 days      129       82.9%      6.23%      5.35%     14.53%        2.82%        7.88%    -44.14%     35.41%
365 days      129       85.3%     16.06%     12.84%     16.77%        9.92%       15.77%    -38.25%     36.84%


========================================================================================================================

Chart 11: HE=F (R² = 0.8768)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $113.32 ($101.85,-10% - $113.93,+1%)
   +30d (1m): $122.11,+7.8% ($115.02,+1% - $129.64,+14%)
   +60d (2m): $138.43,+22.2% ($129.63,+14% - $147.82,+30%)
   +90d (3m): $156.92,+38.5% ($145.86,+29% - $168.81,+49%)
   +180d (6m): $228.58,+101.7% ($206.63,+82% - $252.86,+123%)
   +365d (1y): $495.27,+337.0% ($418.34,+269% - $586.34,+417%)
   +EOY (190d): $238.34,+110.3% ($214.72,+89% - $264.55,+133%)
   End-of-year outlook: 📈 Bullish Trend (+110.3%)
   Confidence: 87.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $238.34 (+110.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 25.01%
Rounded target for matching: 25%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       69.2%      1.98%      2.80%      7.82%       -1.92%        7.52%    -14.67%     18.72%
 14 days       13       76.9%      6.78%      6.67%     10.24%        0.49%       12.86%    -12.78%     22.72%
 30 days       13       61.5%      6.60%      5.24%     16.41%       -4.68%       15.15%    -26.99%     27.04%
 90 days       13       46.2%    -13.40%     -2.08%     23.77%      -16.44%       12.29%    -31.29%     31.31%
180 days       13       23.1%    -12.56%     -7.19%     17.03%      -17.48%        3.10%    -31.05%     30.00%
365 days       13       53.8%      3.91%     -0.56%     26.14%      -16.35%       15.24%    -30.08%     45.05%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.73%
Rounded target for matching: 28%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       37.7%     -0.76%     -1.72%      7.03%       -3.65%        0.22%    -22.59%     15.97%
 14 days       53       47.2%     -0.33%     -1.81%      9.91%       -4.54%        0.92%    -28.41%     18.28%
 30 days       53       41.5%     -2.67%     -2.54%     14.81%       -6.63%        1.54%    -31.86%     25.80%
 90 days       53       37.7%    -11.56%     -7.49%     24.56%      -14.26%       -0.72%    -49.95%     61.50%
180 days       53       18.9%    -10.60%     -7.23%     15.10%      -11.39%       -3.07%    -25.30%     58.87%
365 days       51       35.3%    -17.67%     -4.62%     26.25%      -12.01%        2.76%    -45.81%     62.81%


========================================================================================================================

Chart 12: ZS=F (R² = 0.8674)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K ($855.68,-19% - $1.1K,+2%)
   +30d (1m): $940.75,-11.1% ($838.02,-21% - $1.1K,-0%)
   +60d (2m): $921.37,-13.0% ($820.73,-22% - $1.0K,-2%)
   +90d (3m): $902.39,-14.8% ($803.79,-24% - $1.0K,-4%)
   +180d (6m): $847.77,-19.9% ($755.02,-29% - $951.92,-10%)
   +365d (1y): $745.66,-29.6% ($663.82,-37% - $837.59,-21%)
   +EOY (190d): $841.91,-20.5% ($749.79,-29% - $945.36,-11%)
   End-of-year outlook: 📉 Bearish Trend (-20.5%)
   Confidence: 86.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 190 days | EOY Target: $841.91 (-20.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.12%
Rounded target for matching: 2%
Similar historical periods found: 354
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      354       47.7%     -0.20%     -0.13%      3.64%       -0.51%        0.25%    -16.80%     11.99%
 14 days      354       48.6%     -0.11%     -0.31%      5.40%       -0.87%        0.26%    -21.75%     18.87%
 30 days      354       45.5%     -0.37%     -0.16%      7.20%       -0.92%        0.59%    -23.01%     18.49%
 90 days      350       52.3%      0.44%      0.65%     16.21%       -1.06%        2.35%    -46.47%     43.48%
180 days      346       43.6%     -3.01%      2.39%     22.96%       -0.04%        4.82%    -50.70%     77.64%
365 days      335       56.1%      3.05%      7.68%     33.34%        4.10%       11.27%    -46.28%    127.38%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.46%
Rounded target for matching: 1%
Similar historical periods found: 192
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      192       43.8%     -0.54%     -0.38%      4.12%       -0.96%        0.21%    -27.25%     15.05%
 14 days      192       47.4%     -0.29%     -0.86%      6.25%       -1.75%        0.03%    -35.53%     16.64%
 30 days      192       49.5%     -0.08%     -0.60%      8.85%       -1.86%        0.66%    -38.74%     21.31%
 90 days      187       40.6%     -3.03%     -0.10%     14.78%       -2.23%        2.03%    -46.17%     39.44%
180 days      185       55.7%      0.91%      6.08%     19.74%        3.22%        8.95%    -37.02%     82.54%
365 days      182       64.3%      7.29%     15.41%     34.45%       10.37%       20.44%    -39.46%    122.95%


========================================================================================================================

Chart 13: PA=F (R² = 0.8614)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.88,-44% - $1.0K,-5%)
   +30d (1m): $767.27,-29.5% ($591.19,-46% - $995.80,-9%)
   +60d (2m): $741.37,-31.9% ($571.20,-48% - $962.23,-12%)
   +90d (3m): $716.34,-34.2% ($551.89,-49% - $929.79,-15%)
   +180d (6m): $646.21,-40.6% ($497.77,-54% - $838.91,-23%)
   +365d (1y): $522.87,-52.0% ($402.58,-63% - $679.09,-38%)
   +EOY (190d): $638.85,-41.3% ($492.09,-55% - $829.38,-24%)
   End-of-year outlook: 📉 Bearish Trend (-41.3%)
   Confidence: 86.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 190 days | EOY Target: $638.85 (-41.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.31%
Rounded target for matching: 11%
Similar historical periods found: 135
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      135       55.6%      0.81%      0.31%      6.37%       -0.77%        1.39%    -17.08%     21.76%
 14 days      135       62.2%      2.55%      1.72%      9.90%        0.03%        3.40%    -23.03%     44.68%
 30 days      135       64.4%      3.54%      4.59%     14.66%        2.09%        7.08%    -27.52%     61.45%
 90 days      134       61.2%      6.77%     10.15%     25.70%        5.76%       14.54%    -43.16%     84.83%
180 days      130       66.9%     14.60%     15.67%     35.64%        9.49%       21.86%    -69.79%    142.48%
365 days      127       69.3%     23.87%     26.59%     61.29%       15.82%       37.35%    -70.21%    274.23%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.79%
Rounded target for matching: 11%
Similar historical periods found: 110
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      110       63.6%      1.74%      1.21%      5.70%        0.13%        2.29%    -18.41%     12.92%
 14 days      110       56.4%      1.80%      2.39%      8.28%        0.83%        3.96%    -13.93%     26.26%
 30 days      110       59.1%      2.55%      2.82%     10.72%        0.79%        4.84%    -16.31%     47.15%
 90 days      110       57.3%      4.22%      5.46%     18.42%        1.98%        8.94%    -36.40%     79.97%
180 days      104       58.7%      3.61%      4.28%     25.74%       -0.72%        9.29%    -47.58%     83.93%
365 days      101       55.4%      4.48%      6.92%     39.68%       -0.91%       14.75%    -58.77%    115.76%


========================================================================================================================

Chart 14: SI=F (R² = 0.8599)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $36.15 ($35.76,-1% - $38.76,+7%)
   +30d (1m): $43.63,+20.7% ($41.41,+15% - $45.98,+27%)
   +60d (2m): $51.14,+41.4% ($47.64,+32% - $54.89,+52%)
   +90d (3m): $59.93,+65.8% ($54.67,+51% - $65.70,+82%)
   +180d (6m): $96.47,+166.8% ($82.21,+127% - $113.21,+213%)
   +365d (1y): $256.69,+610.0% ($189.12,+423% - $348.39,+864%)
   +EOY (190d): $101.71,+181.3% ($86.00,+138% - $120.29,+233%)
   End-of-year outlook: 📈 Bullish Trend (+181.3%)
   Confidence: 86.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $101.71 (+181.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.64%
Rounded target for matching: 11%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       57.7%      1.35%      0.92%      5.32%        0.00%        1.85%    -11.05%     13.71%
 14 days      130       56.9%      1.75%      1.81%      7.66%        0.48%        3.14%    -12.11%     20.36%
 30 days      130       46.2%     -0.73%      1.81%     11.47%       -0.18%        3.80%    -26.17%     44.48%
 90 days      129       63.6%      3.04%      5.59%     17.51%        2.54%        8.64%    -29.47%     72.30%
180 days      127       62.2%      5.49%      9.19%     24.83%        4.83%       13.55%    -44.32%     84.74%
365 days      118       64.4%     15.52%     22.01%     39.12%       14.88%       29.14%    -41.33%    164.19%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.58%
Rounded target for matching: 11%
Similar historical periods found: 128
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      128       43.0%     -0.98%     -0.43%      4.73%       -1.26%        0.40%    -14.45%     13.24%
 14 days      128       50.8%      0.13%      0.38%      7.26%       -0.89%        1.65%    -12.47%     22.95%
 30 days      128       53.1%      1.57%      2.70%      9.56%        1.03%        4.38%    -12.03%     40.69%
 90 days      123       60.2%      5.32%      8.06%     18.83%        4.70%       11.42%    -30.11%     63.31%
180 days      120       68.3%     10.51%     13.74%     27.62%        8.75%       18.73%    -38.33%    133.42%
365 days      112       70.5%     25.73%     27.70%     39.42%       20.32%       35.08%    -40.56%    105.98%


========================================================================================================================

Chart 15: OJ=F (R² = 0.7861)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $235.25 ($174.71,-26% - $305.97,+30%)
   +30d (1m): $197.92,-15.9% ($149.29,-37% - $262.38,+12%)
   +60d (2m): $169.42,-28.0% ($127.51,-46% - $225.11,-4%)
   +90d (3m): $145.03,-38.3% ($108.86,-54% - $193.23,-18%)
   +180d (6m): $90.98,-61.3% ($67.54,-71% - $122.54,-48%)
   +365d (1y): $34.88,-85.2% ($25.04,-89% - $48.59,-79%)
   +EOY (190d): $86.38,-63.3% ($64.04,-73% - $116.52,-50%)
   End-of-year outlook: 📉 Bearish Trend (-63.3%)
   Confidence: 78.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-40%)
   📅 Days until EOY 2025: 190 days | EOY Target: $86.38 (-63.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.26%
Rounded target for matching: -13%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       51.8%      0.29%      0.10%      5.41%       -1.07%        1.27%    -21.16%     11.60%
 14 days       85       52.9%      1.29%      1.05%      9.30%       -0.96%        3.05%    -32.99%     27.47%
 30 days       85       61.2%      3.91%      2.54%     13.48%       -0.37%        5.45%    -36.91%     29.90%
 90 days       84       52.4%      2.23%      1.47%     20.58%       -2.99%        5.94%    -42.07%     62.82%
180 days       83       47.0%     -1.84%      3.95%     29.78%       -2.55%       10.45%    -38.96%     84.53%
365 days       83       54.2%      1.44%     20.46%     48.73%        9.82%       31.10%    -53.56%    132.29%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -39.75%
Rounded target for matching: -40%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       12.5%     -5.05%     -4.78%      3.97%       -8.10%       -1.46%    -12.71%      1.05%
 14 days        8       25.0%     -3.35%     -1.70%      6.81%       -7.40%        4.00%    -10.79%     13.96%
 30 days        8       75.0%      8.11%      7.03%     10.30%       -1.58%       15.63%     -7.42%     25.92%
 90 days        7       85.7%      8.33%      6.62%      4.57%        2.40%       10.85%     -0.52%     13.19%
180 days        7      100.0%     30.02%     29.26%      3.81%       25.74%       32.78%     23.63%     35.02%
365 days        7      100.0%     21.31%     37.38%     27.31%       12.12%       62.64%     15.94%     84.58%


========================================================================================================================

========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             31.8%  0.882983     86.3%   $8.5K              46.7%  750 d
2    KC=F             19.1%  0.931145     70.0%   $324.60            23.6%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 31.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.5K ($8.5K,-0% - $18.3K,+115%)
   +30d (1m): $13.4K,+58.0% ($9.1K,+8% - $19.7K,+132%)
   +60d (2m): $14.4K,+70.1% ($9.8K,+16% - $21.2K,+150%)
   +90d (3m): $15.6K,+83.2% ($10.6K,+25% - $22.8K,+169%)
   +180d (6m): $19.4K,+128.8% ($13.2K,+56% - $28.5K,+236%)
   +365d (1y): $30.7K,+261.3% ($20.9K,+146% - $45.1K,+431%)
   +EOY (190d): $19.9K,+134.5% ($13.6K,+60% - $29.2K,+244%)
   End-of-year outlook: 📈 Bullish Trend (+134.5%)
   Confidence: 88.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 190 days | EOY Target: $19.9K (+134.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.35%
Rounded target for matching: -8%
Similar historical periods found: 170
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      170       57.6%      0.95%      1.16%      5.22%        0.37%        1.95%    -14.95%     25.88%
 14 days      170       58.2%      1.07%      1.67%      6.95%        0.62%        2.73%    -19.63%     25.86%
 30 days      170       57.1%      2.04%      1.29%     10.74%       -0.33%        2.92%    -23.87%     73.29%
 90 days      168       58.9%      4.63%      2.88%     13.05%        0.90%        4.87%    -29.19%     47.78%
180 days      167       64.7%      5.37%      5.85%     17.82%        3.13%        8.57%    -34.65%     66.38%
365 days      165       68.5%      4.40%     11.30%     31.33%        6.48%       16.11%    -36.26%    126.89%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -16.16%
Rounded target for matching: -16%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       59.7%      1.28%      1.23%      6.19%       -0.35%        2.80%    -14.96%     14.09%
 14 days       62       58.1%      1.80%      1.45%      7.92%       -0.57%        3.46%    -16.05%     20.18%
 30 days       62       67.7%      2.94%      4.88%     13.19%        1.53%        8.23%    -19.04%     56.68%
 90 days       61       72.1%      8.74%     11.63%     17.58%        7.12%       16.13%    -21.31%     53.33%
180 days       61       77.0%     10.42%     13.21%     20.33%        8.00%       18.42%    -27.31%     77.79%
365 days       59       72.9%     10.51%     29.39%     48.45%       16.77%       42.02%    -35.53%    131.45%


========================================================================================================================

Chart 2: KC=F (Undervalued by 19.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $324.60 ($340.93,+5% - $472.40,+46%)
   +30d (1m): $427.49,+31.7% ($363.12,+12% - $503.27,+55%)
   +60d (2m): $455.37,+40.3% ($386.76,+19% - $536.17,+65%)
   +90d (3m): $485.08,+49.4% ($411.92,+27% - $571.23,+76%)
   +180d (6m): $586.32,+80.6% ($497.63,+53% - $690.82,+113%)
   +365d (1y): $865.68,+166.7% ($733.64,+126% - $1.0K,+215%)
   +EOY (190d): $598.80,+84.5% ($508.19,+57% - $705.57,+117%)
   End-of-year outlook: 📈 Bullish Trend (+84.5%)
   Confidence: 93.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-21%)
   📅 Days until EOY 2025: 190 days | EOY Target: $598.80 (+84.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.40%
Rounded target for matching: -18%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       52.6%      0.66%      1.14%      6.81%       -1.10%        3.38%     -9.20%     32.32%
 14 days       38       55.3%      1.01%      0.33%      7.41%       -2.11%        2.77%    -13.08%     20.14%
 30 days       38       47.4%     -1.96%     -0.25%      7.34%       -2.67%        2.16%    -16.11%     16.42%
 90 days       38       28.9%     -4.90%     -1.30%     12.39%       -5.37%        2.77%    -18.19%     38.24%
180 days       38       31.6%     -9.88%     -3.31%     22.93%      -10.84%        4.23%    -27.60%     72.12%
365 days       38       71.1%      8.48%     14.61%     42.26%        0.72%       28.50%    -43.45%    109.21%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -21.49%
Rounded target for matching: -21%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       57.1%      0.85%      1.45%      6.94%       -0.06%        2.96%    -13.05%     44.18%
 14 days       84       42.9%     -0.63%     -0.18%      6.75%       -1.64%        1.29%    -12.80%     21.58%
 30 days       84       39.3%     -2.15%     -0.58%      9.16%       -2.57%        1.40%    -13.91%     25.88%
 90 days       84       39.3%     -3.48%     -1.42%     14.23%       -4.51%        1.66%    -25.87%     31.97%
180 days       84       38.1%    -13.56%     -5.29%     20.82%       -9.81%       -0.77%    -32.03%     54.79%
365 days       84       54.8%     13.09%      9.35%     54.92%       -2.57%       21.27%    -52.35%    176.11%


========================================================================================================================

========================================================================================================================
🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             37.1%  0.861398    -25.1%   $1.1K              27.1%  1000d
2    ZW=F             11.0%  0.739110    -14.3%   $552.75             9.9%  750 d
3    ZS=F             10.2%  0.867396    -16.0%   $1.1K               9.3%  750 d

📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 37.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.88,-44% - $1.0K,-5%)
   +30d (1m): $767.27,-29.5% ($591.19,-46% - $995.80,-9%)
   +60d (2m): $741.37,-31.9% ($571.20,-48% - $962.23,-12%)
   +90d (3m): $716.34,-34.2% ($551.89,-49% - $929.79,-15%)
   +180d (6m): $646.21,-40.6% ($497.77,-54% - $838.91,-23%)
   +365d (1y): $522.87,-52.0% ($402.58,-63% - $679.09,-38%)
   +EOY (190d): $638.85,-41.3% ($492.09,-55% - $829.38,-24%)
   End-of-year outlook: 📉 Bearish Trend (-41.3%)
   Confidence: 86.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 190 days | EOY Target: $638.85 (-41.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.31%
Rounded target for matching: 11%
Similar historical periods found: 135
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      135       55.6%      0.81%      0.31%      6.37%       -0.77%        1.39%    -17.08%     21.76%
 14 days      135       62.2%      2.55%      1.72%      9.90%        0.03%        3.40%    -23.03%     44.68%
 30 days      135       64.4%      3.54%      4.59%     14.66%        2.09%        7.08%    -27.52%     61.45%
 90 days      134       61.2%      6.77%     10.15%     25.70%        5.76%       14.54%    -43.16%     84.83%
180 days      130       66.9%     14.60%     15.67%     35.64%        9.49%       21.86%    -69.79%    142.48%
365 days      127       69.3%     23.87%     26.59%     61.29%       15.82%       37.35%    -70.21%    274.23%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.79%
Rounded target for matching: 11%
Similar historical periods found: 110
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      110       63.6%      1.74%      1.21%      5.70%        0.13%        2.29%    -18.41%     12.92%
 14 days      110       56.4%      1.80%      2.39%      8.28%        0.83%        3.96%    -13.93%     26.26%
 30 days      110       59.1%      2.55%      2.82%     10.72%        0.79%        4.84%    -16.31%     47.15%
 90 days      110       57.3%      4.22%      5.46%     18.42%        1.98%        8.94%    -36.40%     79.97%
180 days      104       58.7%      3.61%      4.28%     25.74%       -0.72%        9.29%    -47.58%     83.93%
365 days      101       55.4%      4.48%      6.92%     39.68%       -0.91%       14.75%    -58.77%    115.76%


========================================================================================================================

Chart 2: ZW=F (Overvalued by 11.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $552.75 ($426.78,-23% - $581.43,+5%)
   +30d (1m): $489.10,-11.5% ($419.02,-24% - $570.90,+3%)
   +60d (2m): $480.22,-13.1% ($411.39,-26% - $560.57,+1%)
   +90d (3m): $471.50,-14.7% ($403.90,-27% - $550.43,-0%)
   +180d (6m): $446.29,-19.3% ($382.22,-31% - $521.10,-6%)
   +365d (1y): $398.62,-27.9% ($341.22,-38% - $465.68,-16%)
   +EOY (190d): $443.57,-19.8% ($379.89,-31% - $517.94,-6%)
   End-of-year outlook: 📉 Bearish Trend (-19.8%)
   Confidence: 73.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 190 days | EOY Target: $443.57 (-19.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.75%
Rounded target for matching: 8%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       49.1%     -0.16%      0.09%      5.54%       -0.77%        0.95%    -11.65%     18.51%
 14 days      163       47.9%     -0.60%      0.34%      7.35%       -0.79%        1.48%    -17.34%     23.03%
 30 days      163       35.0%     -2.53%     -1.60%      8.04%       -2.85%       -0.36%    -21.92%     29.97%
 90 days      160       43.8%     -1.67%      0.09%     15.37%       -2.31%        2.49%    -38.36%     55.28%
180 days      159       48.4%     -1.02%      1.45%     20.43%       -1.75%        4.65%    -41.86%     79.88%
365 days      153       59.5%      5.69%     11.56%     35.78%        5.85%       17.28%    -42.96%    165.87%


========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.20%
Rounded target for matching: -4%
Similar historical periods found: 192
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      192       51.6%      0.13%      0.42%      4.58%       -0.23%        1.08%     -9.89%     19.08%
 14 days      192       50.5%      0.12%      0.78%      6.32%       -0.12%        1.68%    -11.13%     20.29%
 30 days      192       54.7%      0.64%      1.48%      9.70%        0.09%        2.86%    -15.22%     50.14%
 90 days      189       50.3%      0.31%      3.27%     16.21%        0.94%        5.60%    -23.61%     74.95%
180 days      185       48.1%     -1.39%      5.25%     25.99%        1.48%        9.02%    -29.11%     98.47%
365 days      163       55.8%      4.36%      7.96%     23.86%        4.27%       11.65%    -48.56%     64.90%


========================================================================================================================

Chart 3: ZS=F (Overvalued by 10.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K ($855.68,-19% - $1.1K,+2%)
   +30d (1m): $940.75,-11.1% ($838.02,-21% - $1.1K,-0%)
   +60d (2m): $921.37,-13.0% ($820.73,-22% - $1.0K,-2%)
   +90d (3m): $902.39,-14.8% ($803.79,-24% - $1.0K,-4%)
   +180d (6m): $847.77,-19.9% ($755.02,-29% - $951.92,-10%)
   +365d (1y): $745.66,-29.6% ($663.82,-37% - $837.59,-21%)
   +EOY (190d): $841.91,-20.5% ($749.79,-29% - $945.36,-11%)
   End-of-year outlook: 📉 Bearish Trend (-20.5%)
   Confidence: 86.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 190 days | EOY Target: $841.91 (-20.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.12%
Rounded target for matching: 2%
Similar historical periods found: 354
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      354       47.7%     -0.20%     -0.13%      3.64%       -0.51%        0.25%    -16.80%     11.99%
 14 days      354       48.6%     -0.11%     -0.31%      5.40%       -0.87%        0.26%    -21.75%     18.87%
 30 days      354       45.5%     -0.37%     -0.16%      7.20%       -0.92%        0.59%    -23.01%     18.49%
 90 days      350       52.3%      0.44%      0.65%     16.21%       -1.06%        2.35%    -46.47%     43.48%
180 days      346       43.6%     -3.01%      2.39%     22.96%       -0.04%        4.82%    -50.70%     77.64%
365 days      335       56.1%      3.05%      7.68%     33.34%        4.10%       11.27%    -46.28%    127.38%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.46%
Rounded target for matching: 1%
Similar historical periods found: 192
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      192       43.8%     -0.54%     -0.38%      4.12%       -0.96%        0.21%    -27.25%     15.05%
 14 days      192       47.4%     -0.29%     -0.86%      6.25%       -1.75%        0.03%    -35.53%     16.64%
 30 days      192       49.5%     -0.08%     -0.60%      8.85%       -1.86%        0.66%    -38.74%     21.31%
 90 days      187       40.6%     -3.03%     -0.10%     14.78%       -2.23%        2.03%    -46.17%     39.44%
180 days      185       55.7%      0.91%      6.08%     19.74%        3.22%        8.95%    -37.02%     82.54%
365 days      182       64.3%      7.29%     15.41%     34.45%       10.37%       20.44%    -39.46%    122.95%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7787
Best R-squared: 0.955482
Average annual growth: 81.8%

Valuation breakdown:
  🟡 FAIR_VALUE: 12 (41.4%) - Hold/Monitor
  🔴 OVERVALUED: 3 (10.3%) - Sell Warnings
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities

Optimal window distribution:
  30 days: 5 instruments (17.2%)
  60 days: 2 instruments (6.9%)
  120 days: 1 instruments (3.4%)
  180 days: 1 instruments (3.4%)
  365 days: 2 instruments (6.9%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    ^KS11           0.967416 21  d       687.0%   3.0K            🟡 FAIR          -1.3%
2    ^IBEX           0.926087 504 d        22.8%   13.8K           🟡 FAIR           1.9%
3    ^GDAXI          0.911161 504 d        24.4%   23.3K           🟡 FAIR           1.1%
4    ^GSPTSE         0.908693 42  d        64.3%   26.6K           🟡 FAIR          -1.2%
5    ^AXJO           0.896167 42  d        52.5%   8.5K            🟡 FAIR          -1.8%
6    ^BSESN          0.868210 1008d        12.2%   81.9K           🟡 FAIR          -0.5%
7    IMOEX.ME        0.863544 504 d        33.9%   3.2K            🟢 UNDER        -10.8%
8    ^NSEI           0.858714 1008d        12.9%   25.0K           🟡 FAIR          -0.1%
9    ^BVSP           0.855141 126 d        36.9%   136.6K          🟡 FAIR          -2.2%
10   ^FTSE           0.842527 42  d        37.9%   8.8K            🟡 FAIR          -1.8%
11   ^HSI            0.831921 378 d        32.2%   23.7K           🟡 FAIR           0.6%
12   ^GSPC           0.825617 504 d        19.7%   6.0K            🟡 FAIR          -3.5%
13   ^IXIC           0.823556 42  d       139.8%   19.6K           🟡 FAIR          -2.4%
14   ^RUI            0.822989 504 d        19.6%   3.3K            🟡 FAIR          -3.5%
15   ^DJI            0.783939 504 d        14.2%   42.6K           🟡 FAIR          -4.7%

📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: ^KS11 (R² = 0.9674)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: 3.0K (3.0K,-1% - 3.1K,+3%)
   +30d (1m): 3.9K,+29.5% (3.8K,+25% - 4.0K,+34%)
   +60d (2m): 5.0K,+65.6% (4.7K,+57% - 5.3K,+74%)
   +90d (3m): 6.4K,+111.7% (5.9K,+97% - 6.9K,+127%)
   +180d (6m): 13.3K,+342.2% (11.7K,+288% - 15.2K,+405%)
   +365d (1y): 60.6K,+1910.8% (46.8K,+1453% - 78.5K,+2503%)
   +EOY (190d): 14.5K,+379.9% (12.6K,+318% - 16.6K,+451%)
   End-of-year outlook: 📈 Bullish Trend (+379.9%)
   Confidence: 96.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: 14.5K (+379.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 16.86%
Rounded target for matching: 17%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       61.9%      0.61%      2.69%      7.83%       -0.87%        6.26%     -6.39%     24.81%
 14 days       21       66.7%      2.45%      2.64%      8.28%       -1.13%        6.41%    -11.23%     23.53%
 30 days       21       42.9%     -0.85%      3.50%     13.33%       -2.57%        9.57%    -18.31%     37.43%
 90 days       21       61.9%      4.81%      8.29%     26.03%       -3.56%       20.14%    -47.38%     66.52%
180 days       21       52.4%      3.15%     17.61%     51.40%       -5.79%       41.00%    -27.49%    166.87%
365 days       21       52.4%     13.38%     12.95%     43.10%       -6.67%       32.57%    -59.20%    109.37%


========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 19.53%
Rounded target for matching: 20%
Similar historical periods found: 65
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       65       67.7%      1.14%      0.87%      3.46%        0.01%        1.73%     -5.53%     11.63%
 14 days       65       75.4%      2.67%      2.34%      5.01%        1.10%        3.58%    -19.30%     13.82%
 30 days       65       75.4%      3.58%      4.40%      8.41%        2.32%        6.48%    -19.11%     36.44%
 90 days       65       83.1%      7.98%      8.41%     10.87%        5.72%       11.11%    -26.13%     32.37%
180 days       65       67.7%      2.67%      4.98%     13.14%        1.73%        8.24%    -34.18%     39.97%
365 days       65       66.2%     24.01%     10.91%     26.22%        4.41%       17.40%    -45.66%     55.22%


========================================================================================================================

Chart 2: ^IBEX (R² = 0.9261)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 13.8K (12.7K,-8% - 14.5K,+5%)
   +30d (1m): 13.9K,+0.5% (13.0K,-6% - 14.9K,+7%)
   +60d (2m): 14.3K,+3.0% (13.3K,-4% - 15.2K,+10%)
   +90d (3m): 14.6K,+5.6% (13.7K,-1% - 15.6K,+13%)
   +180d (6m): 15.7K,+13.6% (14.7K,+6% - 16.8K,+21%)
   +365d (1y): 18.3K,+32.1% (17.1K,+24% - 19.5K,+41%)
   +EOY (190d): 15.8K,+14.5% (14.8K,+7% - 16.9K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+14.5%)
   Confidence: 92.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 190 days | EOY Target: 15.8K (+14.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.35%
Rounded target for matching: 1%
Similar historical periods found: 533
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      533       53.1%      0.36%      0.04%      3.24%       -0.24%        0.32%    -12.22%     10.98%
 14 days      533       51.2%      0.11%      0.02%      4.51%       -0.36%        0.41%    -17.99%     19.47%
 30 days      533       53.7%      0.43%     -0.04%      6.77%       -0.61%        0.54%    -36.53%     17.69%
 90 days      524       56.9%      1.76%      1.12%     11.12%        0.16%        2.07%    -29.46%     38.33%
180 days      508       59.4%      5.51%      4.28%     18.09%        2.70%        5.86%    -40.24%     64.16%
365 days      488       55.5%      3.24%      8.69%     29.91%        6.03%       11.35%    -47.63%    126.58%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.19%
Rounded target for matching: 7%
Similar historical periods found: 249
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      249       49.4%     -0.09%     -0.15%      2.79%       -0.50%        0.20%    -11.98%      7.21%
 14 days      249       53.8%      0.41%      0.12%      4.22%       -0.40%        0.65%    -25.12%     11.11%
 30 days      249       61.8%      1.16%      0.60%      6.73%       -0.24%        1.44%    -34.33%     15.18%
 90 days      247       63.6%      4.01%      1.69%     12.68%        0.10%        3.28%    -28.82%     41.50%
180 days      238       68.5%      9.09%      4.26%     17.06%        2.08%        6.43%    -39.43%     53.56%
365 days      227       57.7%     10.37%     10.36%     33.88%        5.93%       14.79%    -45.80%    122.43%


========================================================================================================================

Chart 3: ^GDAXI (R² = 0.9112)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 23.3K (21.3K,-8% - 24.9K,+7%)
   +30d (1m): 23.6K,+1.5% (21.9K,-6% - 25.5K,+10%)
   +60d (2m): 24.2K,+4.2% (22.4K,-4% - 26.2K,+13%)
   +90d (3m): 24.9K,+6.9% (23.0K,-1% - 26.9K,+16%)
   +180d (6m): 26.9K,+15.6% (24.9K,+7% - 29.1K,+25%)
   +365d (1y): 31.6K,+35.6% (29.2K,+25% - 34.1K,+47%)
   +EOY (190d): 27.1K,+16.6% (25.1K,+8% - 29.3K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+16.6%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 190 days | EOY Target: 27.1K (+16.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.26%
Rounded target for matching: -1%
Similar historical periods found: 544
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      544       63.4%      0.87%      0.57%      3.07%        0.31%        0.83%    -12.40%      9.03%
 14 days      544       62.5%      1.12%      0.88%      4.09%        0.54%        1.23%    -17.11%     11.67%
 30 days      544       64.2%      2.30%      1.49%      6.20%        0.96%        2.01%    -27.09%     22.08%
 90 days      540       67.0%      5.18%      3.68%     11.34%        2.72%        4.64%    -31.62%     42.18%
180 days      532       65.4%     11.34%      7.65%     17.49%        6.16%        9.14%    -49.62%     54.99%
365 days      520       75.0%     17.11%     14.81%     24.82%       12.67%       16.95%    -54.79%     79.01%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.06%
Rounded target for matching: 5%
Similar historical periods found: 393
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      393       56.0%      0.32%      0.39%      2.87%        0.10%        0.67%    -17.35%      9.63%
 14 days      393       63.6%      0.95%      0.86%      4.15%        0.44%        1.27%    -21.74%     13.41%
 30 days      393       64.6%      1.77%      1.59%      6.18%        0.98%        2.21%    -32.98%     18.53%
 90 days      390       69.0%      5.71%      4.41%     12.32%        3.18%        5.63%    -35.95%     45.41%
180 days      383       70.8%     11.99%      9.90%     16.63%        8.23%       11.57%    -44.18%     63.60%
365 days      370       75.1%     15.29%     16.67%     24.78%       14.13%       19.20%    -47.88%    100.15%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9087)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 26.6K (26.5K,-0% - 27.4K,+3%)
   +30d (1m): 28.6K,+7.4% (28.0K,+5% - 29.1K,+9%)
   +60d (2m): 30.3K,+13.9% (29.6K,+11% - 31.0K,+16%)
   +90d (3m): 32.1K,+20.8% (31.3K,+18% - 33.0K,+24%)
   +180d (6m): 38.4K,+44.3% (36.8K,+38% - 40.0K,+50%)
   +365d (1y): 55.3K,+107.7% (51.2K,+92% - 59.7K,+124%)
   +EOY (190d): 39.1K,+47.1% (37.5K,+41% - 40.9K,+54%)
   End-of-year outlook: 📈 Bullish Trend (+47.1%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: 39.1K (+47.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.94%
Rounded target for matching: 5%
Similar historical periods found: 704
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      704       59.7%      0.36%      0.16%      1.90%        0.02%        0.30%     -7.87%      5.72%
 14 days      704       60.7%      0.66%      0.39%      2.86%        0.18%        0.61%    -20.47%      9.09%
 30 days      704       62.6%      1.25%      0.90%      4.48%        0.57%        1.23%    -27.01%     15.92%
 90 days      704       69.2%      3.94%      2.88%      8.10%        2.28%        3.48%    -39.29%     30.81%
180 days      694       73.1%      6.24%      5.71%     12.86%        4.75%        6.67%    -49.80%     62.93%
365 days      682       76.1%     12.57%     10.68%     17.75%        9.34%       12.01%    -38.47%     78.75%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.09%
Rounded target for matching: 4%
Similar historical periods found: 515
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      515       61.6%      0.45%      0.26%      2.39%        0.05%        0.47%    -21.78%     12.93%
 14 days      515       61.2%      0.81%      0.50%      3.70%        0.18%        0.82%    -26.07%     12.08%
 30 days      515       63.7%      1.63%      1.09%      5.95%        0.57%        1.61%    -33.07%     15.01%
 90 days      515       59.2%      2.87%      2.73%     10.89%        1.78%        3.67%    -39.16%     35.40%
180 days      515       68.5%      4.85%      5.76%     15.54%        4.41%        7.11%    -40.55%     56.32%
365 days      493       74.6%      8.59%     10.88%     19.08%        9.19%       12.57%    -41.36%     75.69%


========================================================================================================================

Chart 5: ^AXJO (R² = 0.8962)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.5K (8.5K,+0% - 8.8K,+3%)
   +30d (1m): 9.1K,+7.1% (8.9K,+5% - 9.2K,+9%)
   +60d (2m): 9.5K,+12.6% (9.4K,+10% - 9.7K,+15%)
   +90d (3m): 10.0K,+18.4% (9.8K,+16% - 10.3K,+21%)
   +180d (6m): 11.7K,+37.7% (11.2K,+32% - 12.1K,+43%)
   +365d (1y): 15.9K,+87.6% (14.8K,+75% - 17.1K,+101%)
   +EOY (190d): 11.9K,+40.0% (11.4K,+35% - 12.3K,+46%)
   End-of-year outlook: 📈 Bullish Trend (+40.0%)
   Confidence: 89.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 190 days | EOY Target: 11.9K (+40.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.96%
Rounded target for matching: 3%
Similar historical periods found: 756
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      756       54.6%      0.17%      0.07%      1.88%       -0.07%        0.20%     -7.81%      6.94%
 14 days      756       57.9%      0.53%      0.25%      2.68%        0.06%        0.44%     -9.41%     10.86%
 30 days      756       61.5%      1.16%      0.58%      4.43%        0.26%        0.89%    -35.17%     11.45%
 90 days      751       69.0%      2.51%      2.55%      7.21%        2.03%        3.06%    -30.35%     23.58%
180 days      740       73.2%      5.36%      4.82%      9.95%        4.10%        5.53%    -34.16%     31.35%
365 days      721       73.5%     10.20%      9.83%     14.42%        8.78%       10.89%    -45.97%     39.18%


========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.11%
Rounded target for matching: 0%
Similar historical periods found: 365
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      365       53.4%      0.17%     -0.12%      2.41%       -0.37%        0.13%    -13.48%      6.97%
 14 days      365       57.5%      0.34%      0.22%      3.27%       -0.11%        0.56%    -25.60%     10.45%
 30 days      365       66.6%      1.31%      0.67%      4.29%        0.23%        1.11%    -22.38%     12.06%
 90 days      356       67.7%      2.52%      1.33%      7.19%        0.58%        2.08%    -29.30%     15.15%
180 days      356       69.9%      3.11%      3.03%      8.50%        2.14%        3.91%    -38.88%     25.09%
365 days      354       71.8%      8.84%      6.15%     13.12%        4.78%        7.52%    -49.37%     32.34%


========================================================================================================================

Chart 6: ^BSESN (R² = 0.8682)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 81.9K (74.4K,-9% - 91.1K,+11%)
   +30d (1m): 83.5K,+1.9% (75.4K,-8% - 92.4K,+13%)
   +60d (2m): 84.6K,+3.3% (76.4K,-7% - 93.7K,+14%)
   +90d (3m): 85.8K,+4.7% (77.5K,-5% - 95.0K,+16%)
   +180d (6m): 89.4K,+9.1% (80.7K,-1% - 99.0K,+21%)
   +365d (1y): 97.2K,+18.7% (87.8K,+7% - 107.7K,+31%)
   +EOY (190d): 89.8K,+9.6% (81.1K,-1% - 99.4K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+9.6%)
   Confidence: 86.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 52 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 190 days | EOY Target: 89.8K (+9.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.65%
Rounded target for matching: -1%
Similar historical periods found: 324
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      324       60.5%      0.83%      0.48%      3.62%        0.08%        0.88%    -18.60%     14.62%
 14 days      324       57.7%      0.85%      0.57%      5.31%       -0.01%        1.15%    -17.82%     21.83%
 30 days      324       56.5%      1.12%      1.41%      9.14%        0.41%        2.41%    -30.37%     49.48%
 90 days      321       68.2%      5.51%      6.35%     14.79%        4.73%        7.98%    -34.46%     74.08%
180 days      310       76.5%      9.58%     12.17%     22.86%        9.62%       14.73%    -44.65%     92.13%
365 days      301       79.7%     20.30%     22.64%     32.09%       19.00%       26.28%    -51.87%    113.38%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.92%
Rounded target for matching: 5%
Similar historical periods found: 234
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      234       55.1%      0.33%      0.08%      3.28%       -0.34%        0.50%    -14.25%     11.94%
 14 days      234       54.7%      0.93%      0.26%      4.95%       -0.38%        0.89%    -24.09%     20.35%
 30 days      234       65.0%      1.76%      1.20%      7.43%        0.25%        2.16%    -30.37%     34.98%
 90 days      233       71.2%      3.88%      4.81%     11.63%        3.31%        6.32%    -25.53%     71.42%
180 days      232       79.7%      9.77%     12.19%     18.63%        9.78%       14.60%    -30.44%     90.71%
365 days      225       81.3%     18.46%     20.39%     25.26%       17.08%       23.71%    -46.57%    109.43%


========================================================================================================================

Chart 7: IMOEX.ME (R² = 0.8635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (190d): 4.5K,+39.7% (3.9K,+22% - 5.1K,+60%)
   End-of-year outlook: 📈 Bullish Trend (+39.7%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 190 days | EOY Target: 4.5K (+39.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8587)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 25.0K (22.4K,-10% - 28.0K,+12%)
   +30d (1m): 25.4K,+1.6% (22.7K,-9% - 28.4K,+14%)
   +60d (2m): 25.7K,+3.1% (23.0K,-8% - 28.8K,+15%)
   +90d (3m): 26.1K,+4.6% (23.4K,-6% - 29.2K,+17%)
   +180d (6m): 27.3K,+9.2% (24.4K,-2% - 30.5K,+22%)
   +365d (1y): 29.8K,+19.3% (26.6K,+7% - 33.3K,+33%)
   +EOY (190d): 27.4K,+9.7% (24.5K,-2% - 30.6K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+9.7%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 52 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 190 days | EOY Target: 27.4K (+9.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.19%
Rounded target for matching: 0%
Similar historical periods found: 269
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      269       61.0%      0.94%      0.69%      2.70%        0.37%        1.02%     -8.63%     10.82%
 14 days      269       62.1%      1.18%      0.92%      3.83%        0.46%        1.38%    -13.24%     10.89%
 30 days      269       63.9%      2.22%      1.15%      7.05%        0.30%        1.99%    -37.30%     21.97%
 90 days      265       66.0%      5.99%      4.67%     10.81%        3.36%        5.97%    -27.85%     70.89%
180 days      252       77.4%      7.29%      8.26%     14.49%        6.46%       10.06%    -42.80%     84.27%
365 days      227       85.0%     15.55%     16.94%     18.47%       14.52%       19.35%    -27.37%    100.67%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.80%
Rounded target for matching: 6%
Similar historical periods found: 139
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      139       54.7%      0.28%      0.12%      2.11%       -0.23%        0.48%     -6.59%      4.65%
 14 days      139       53.2%      0.57%      0.10%      3.53%       -0.49%        0.69%    -12.79%      8.34%
 30 days      139       63.3%      1.65%      0.09%      6.92%       -1.07%        1.25%    -37.30%     13.58%
 90 days      139       74.8%      3.44%      4.16%      8.23%        2.78%        5.54%    -23.14%     23.85%
180 days      138       84.8%      9.03%      9.08%     12.06%        7.05%       11.11%    -49.70%     39.06%
365 days      130       82.3%     16.31%     14.65%     14.32%       12.16%       17.13%    -27.37%     41.78%


========================================================================================================================

Chart 9: ^BVSP (R² = 0.8551)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 136.6K (134.5K,-2% - 145.0K,+6%)
   +30d (1m): 144.9K,+6.1% (139.5K,+2% - 150.5K,+10%)
   +60d (2m): 150.5K,+10.2% (144.7K,+6% - 156.4K,+15%)
   +90d (3m): 156.2K,+14.4% (150.1K,+10% - 162.5K,+19%)
   +180d (6m): 174.7K,+27.9% (167.3K,+23% - 182.4K,+34%)
   +365d (1y): 220.0K,+61.1% (208.5K,+53% - 232.1K,+70%)
   +EOY (190d): 176.9K,+29.5% (169.4K,+24% - 184.8K,+35%)
   End-of-year outlook: 📈 Bullish Trend (+29.5%)
   Confidence: 85.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 190 days | EOY Target: 176.9K (+29.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.03%
Rounded target for matching: 0%
Similar historical periods found: 332
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      332       59.6%      0.76%      0.73%      4.28%        0.27%        1.19%    -11.25%     25.96%
 14 days      332       54.5%      0.50%      1.06%      7.15%        0.28%        1.83%    -37.71%     65.25%
 30 days      332       53.9%      1.41%      2.25%     11.82%        0.98%        3.53%    -44.81%    119.97%
 90 days      327       63.6%      4.48%      6.83%     22.35%        4.40%        9.26%    -49.53%    271.89%
180 days      325       61.8%      6.12%     11.93%     28.11%        8.87%       15.00%    -40.29%    166.16%
365 days      303       67.7%     13.29%     19.83%     36.42%       15.72%       23.95%    -40.28%    191.22%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.57%
Rounded target for matching: 10%
Similar historical periods found: 189
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      189       56.6%      0.49%      0.28%      4.58%       -0.38%        0.94%    -31.97%      8.10%
 14 days      189       57.7%      0.98%      0.82%      6.43%       -0.10%        1.74%    -30.81%     13.72%
 30 days      189       55.6%      1.36%      0.39%     10.72%       -1.15%        1.93%    -44.81%     25.08%
 90 days      188       51.1%      0.54%      1.68%     16.26%       -0.66%        4.02%    -41.97%     53.51%
180 days      187       56.7%      3.26%      6.23%     26.70%        2.38%       10.08%    -44.46%     95.52%
365 days      177       62.1%      9.28%     17.24%     36.71%       11.80%       22.69%    -41.67%    175.81%


========================================================================================================================

Chart 10: ^FTSE (R² = 0.8425)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.8K (8.8K,+0% - 9.0K,+3%)
   +30d (1m): 9.3K,+5.8% (9.1K,+4% - 9.4K,+8%)
   +60d (2m): 9.6K,+9.9% (9.4K,+8% - 9.8K,+12%)
   +90d (3m): 10.0K,+14.2% (9.8K,+12% - 10.2K,+17%)
   +180d (6m): 11.2K,+28.1% (10.8K,+23% - 11.6K,+33%)
   +365d (1y): 14.2K,+62.2% (13.3K,+52% - 15.2K,+74%)
   +EOY (190d): 11.4K,+29.7% (10.9K,+25% - 11.8K,+35%)
   End-of-year outlook: 📈 Bullish Trend (+29.7%)
   Confidence: 84.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: 11.4K (+29.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.38%
Rounded target for matching: 2%
Similar historical periods found: 942
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      942       55.5%      0.31%      0.03%      2.26%       -0.11%        0.18%    -11.18%      6.85%
 14 days      942       56.2%      0.41%      0.15%      3.06%       -0.05%        0.34%    -13.61%     11.87%
 30 days      942       55.3%      0.38%      0.27%      4.52%       -0.01%        0.56%    -30.81%     13.31%
 90 days      938       65.1%      1.97%      1.85%      7.91%        1.35%        2.36%    -32.61%     29.30%
180 days      926       72.8%      4.95%      4.24%     11.47%        3.50%        4.98%    -31.18%     46.47%
365 days      903       72.2%      9.13%      8.52%     16.70%        7.43%        9.61%    -39.43%     67.75%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.22%
Rounded target for matching: 0%
Similar historical periods found: 527
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      527       51.0%      0.09%     -0.08%      2.19%       -0.27%        0.11%    -13.29%      6.22%
 14 days      527       50.1%      0.01%     -0.04%      3.20%       -0.32%        0.23%    -25.02%      8.03%
 30 days      527       53.3%      0.32%     -0.02%      4.88%       -0.44%        0.40%    -29.69%     16.12%
 90 days      526       64.3%      2.56%      2.02%      8.73%        1.27%        2.76%    -31.07%     25.13%
180 days      509       68.4%      4.91%      5.16%     14.25%        3.91%        6.40%    -38.15%     49.01%
365 days      496       63.7%      6.68%      7.04%     16.57%        5.58%        8.50%    -42.46%     53.75%


========================================================================================================================

Chart 11: ^HSI (R² = 0.8319)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 23.7K (21.2K,-11% - 26.2K,+11%)
   +30d (1m): 24.4K,+2.8% (21.9K,-8% - 27.1K,+14%)
   +60d (2m): 25.2K,+6.3% (22.6K,-5% - 28.0K,+18%)
   +90d (3m): 26.0K,+9.9% (23.4K,-1% - 29.0K,+22%)
   +180d (6m): 28.8K,+21.4% (25.8K,+9% - 32.0K,+35%)
   +365d (1y): 35.3K,+48.9% (31.6K,+33% - 39.4K,+66%)
   +EOY (190d): 29.1K,+22.7% (26.1K,+10% - 32.4K,+37%)
   End-of-year outlook: 📈 Bullish Trend (+22.7%)
   Confidence: 83.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 190 days | EOY Target: 29.1K (+22.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.59%
Rounded target for matching: 1%
Similar historical periods found: 565
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      565       58.8%      0.64%      0.38%      3.99%        0.05%        0.71%    -33.39%     20.90%
 14 days      565       60.0%      1.39%      1.22%      5.59%        0.76%        1.68%    -23.44%     29.25%
 30 days      565       65.5%      3.00%      2.68%      8.23%        2.00%        3.36%    -32.38%     32.54%
 90 days      562       67.8%      6.27%      5.64%     14.48%        4.44%        6.84%    -40.47%     61.00%
180 days      558       64.7%      7.14%      6.32%     18.82%        4.76%        7.89%    -47.44%     78.66%
365 days      550       62.7%      6.08%     11.94%     30.44%        9.39%       14.49%    -46.09%    133.17%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.07%
Rounded target for matching: 10%
Similar historical periods found: 256
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      256       55.5%      0.40%      0.24%      3.26%       -0.16%        0.64%    -12.31%      9.05%
 14 days      256       54.7%      0.51%      0.53%      4.66%       -0.04%        1.10%    -23.23%     14.58%
 30 days      256       57.0%      1.21%      1.32%      7.93%        0.34%        2.29%    -24.76%     29.81%
 90 days      254       66.5%      3.76%      4.59%     14.79%        2.76%        6.42%    -39.74%     60.91%
180 days      246       66.3%      6.61%      7.59%     19.25%        5.18%       10.01%    -44.10%     64.97%
365 days      241       70.5%      7.69%     11.70%     29.81%        7.92%       15.48%    -48.42%    111.73%


========================================================================================================================

Chart 12: ^GSPC (R² = 0.8256)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 6.0K (5.7K,-6% - 6.9K,+14%)
   +30d (1m): 6.4K,+5.9% (5.8K,-4% - 7.0K,+16%)
   +60d (2m): 6.5K,+8.2% (5.9K,-2% - 7.2K,+19%)
   +90d (3m): 6.7K,+10.5% (6.1K,+1% - 7.3K,+21%)
   +180d (6m): 7.1K,+17.8% (6.5K,+7% - 7.8K,+29%)
   +365d (1y): 8.1K,+34.4% (7.4K,+22% - 8.9K,+48%)
   +EOY (190d): 7.1K,+18.6% (6.5K,+8% - 7.9K,+30%)
   End-of-year outlook: 📈 Bullish Trend (+18.6%)
   Confidence: 82.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 190 days | EOY Target: 7.1K (+18.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.38%
Rounded target for matching: 6%
Similar historical periods found: 1136
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1136       54.2%      0.25%      0.17%      2.25%        0.04%        0.30%    -14.85%     14.29%
 14 days     1136       59.4%      0.60%      0.39%      3.33%        0.20%        0.59%    -18.54%     32.25%
 30 days     1136       62.1%      1.31%      0.98%      5.27%        0.68%        1.29%    -28.35%     70.18%
 90 days     1136       66.6%      3.95%      3.12%      9.33%        2.57%        3.66%    -48.28%     62.52%
180 days     1130       72.8%      8.26%      6.73%     14.84%        5.87%        7.60%    -54.73%     53.77%
365 days     1107       72.3%     13.99%     12.69%     23.20%       11.33%       14.06%    -71.81%    106.69%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.71%
Rounded target for matching: -1%
Similar historical periods found: 816
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      816       53.9%      0.24%      0.12%      2.49%       -0.05%        0.29%    -18.19%      8.26%
 14 days      816       56.5%      0.61%      0.06%      3.96%       -0.21%        0.34%    -23.09%     11.14%
 30 days      816       60.3%      1.64%      0.75%      5.60%        0.36%        1.13%    -24.36%     16.53%
 90 days      811       64.1%      3.35%      2.71%      9.07%        2.09%        3.34%    -38.38%     27.20%
180 days      811       66.1%      7.00%      5.51%     14.51%        4.51%        6.51%    -51.55%     43.87%
365 days      810       76.9%     12.90%     12.45%     21.39%       10.97%       13.92%    -57.46%     76.16%


========================================================================================================================

Chart 13: ^IXIC (R² = 0.8236)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 19.6K (19.3K,-2% - 21.0K,+7%)
   +30d (1m): 22.3K,+13.7% (21.3K,+8% - 23.4K,+19%)
   +60d (2m): 24.8K,+26.2% (23.4K,+19% - 26.2K,+34%)
   +90d (3m): 27.5K,+40.1% (25.7K,+31% - 29.4K,+50%)
   +180d (6m): 37.6K,+91.4% (33.7K,+72% - 41.9K,+113%)
   +365d (1y): 71.4K,+263.9% (58.6K,+199% - 87.0K,+343%)
   +EOY (190d): 38.9K,+98.2% (34.8K,+77% - 43.6K,+122%)
   End-of-year outlook: 📈 Bullish Trend (+98.2%)
   Confidence: 82.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: 38.9K (+98.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.50%
Rounded target for matching: 9%
Similar historical periods found: 426
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      426       61.7%      0.80%      0.50%      2.67%        0.25%        0.76%    -11.72%      8.59%
 14 days      426       60.8%      1.27%      0.92%      4.02%        0.54%        1.31%    -26.78%     12.41%
 30 days      426       64.1%      2.77%      1.52%      6.90%        0.86%        2.18%    -29.98%     17.99%
 90 days      426       67.8%      4.71%      5.04%     13.18%        3.78%        6.29%    -37.96%     47.66%
180 days      425       71.3%     11.45%      8.96%     18.93%        7.15%       10.76%    -60.77%     72.16%
365 days      412       72.8%     23.05%     17.66%     28.01%       14.94%       20.37%    -65.09%    113.47%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.07%
Rounded target for matching: 0%
Similar historical periods found: 422
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      422       62.3%      0.75%      0.43%      3.11%        0.13%        0.73%    -29.25%      7.58%
 14 days      422       65.9%      1.57%      0.93%      4.03%        0.54%        1.31%    -24.24%     15.04%
 30 days      422       70.6%      2.89%      2.03%      6.59%        1.40%        2.66%    -25.09%     24.60%
 90 days      421       75.1%      5.64%      5.57%     13.38%        4.29%        6.85%    -37.43%     49.19%
180 days      421       80.0%     13.48%     12.56%     19.78%       10.67%       14.46%    -42.51%     98.13%
365 days      420       81.0%     19.15%     21.12%     27.28%       18.50%       23.74%    -55.93%    127.79%


========================================================================================================================

Chart 14: ^RUI (R² = 0.8230)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.3K (3.1K,-6% - 3.8K,+14%)
   +30d (1m): 3.5K,+5.8% (3.2K,-4% - 3.8K,+16%)
   +60d (2m): 3.6K,+8.1% (3.2K,-2% - 3.9K,+19%)
   +90d (3m): 3.6K,+10.4% (3.3K,+0% - 4.0K,+21%)
   +180d (6m): 3.9K,+17.7% (3.5K,+7% - 4.3K,+29%)
   +365d (1y): 4.4K,+34.2% (4.0K,+22% - 4.9K,+48%)
   +EOY (190d): 3.9K,+18.5% (3.6K,+8% - 4.3K,+30%)
   End-of-year outlook: 📈 Bullish Trend (+18.5%)
   Confidence: 82.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 190 days | EOY Target: 3.9K (+18.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.28%
Rounded target for matching: 6%
Similar historical periods found: 380
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      380       60.5%      0.48%      0.36%      1.81%        0.18%        0.54%     -8.45%      6.89%
 14 days      380       61.6%      0.61%      0.36%      2.61%        0.10%        0.62%    -11.17%      8.12%
 30 days      380       66.1%      1.27%      1.09%      4.24%        0.67%        1.52%    -19.79%     12.22%
 90 days      380       65.8%      3.66%      2.88%      7.84%        2.09%        3.67%    -23.30%     25.72%
180 days      373       82.0%      9.62%      8.46%     12.59%        7.18%        9.74%    -40.68%     38.34%
365 days      354       79.9%     20.99%     17.55%     20.46%       15.41%       19.69%    -48.63%     57.52%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.05%
Rounded target for matching: -1%
Similar historical periods found: 265
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      265       59.6%      0.52%      0.41%      2.40%        0.12%        0.70%    -13.22%      7.18%
 14 days      265       63.8%      1.15%      0.46%      3.70%        0.01%        0.91%    -19.53%      8.74%
 30 days      265       69.4%      2.60%      1.45%      4.78%        0.88%        2.03%    -12.13%     13.63%
 90 days      260       77.3%      5.97%      4.41%      9.68%        3.23%        5.59%    -38.01%     25.91%
180 days      260       75.8%      9.13%      7.43%     14.46%        5.66%        9.19%    -46.08%     35.48%
365 days      258       77.9%     15.98%     13.26%     23.58%       10.37%       16.15%    -46.31%     56.17%


========================================================================================================================

Chart 15: ^DJI (R² = 0.7839)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 42.6K (41.3K,-3% - 48.4K,+14%)
   +30d (1m): 45.4K,+6.6% (41.9K,-2% - 49.2K,+15%)
   +60d (2m): 46.1K,+8.3% (42.6K,+0% - 49.9K,+17%)
   +90d (3m): 46.9K,+10.1% (43.3K,+2% - 50.7K,+19%)
   +180d (6m): 49.1K,+15.4% (45.4K,+7% - 53.2K,+25%)
   +365d (1y): 54.2K,+27.2% (50.0K,+17% - 58.7K,+38%)
   +EOY (190d): 49.4K,+16.0% (45.6K,+7% - 53.5K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+16.0%)
   Confidence: 78.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 190 days | EOY Target: 49.4K (+16.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.93%
Rounded target for matching: 3%
Similar historical periods found: 845
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      845       54.3%      0.20%      0.01%      1.95%       -0.12%        0.15%    -11.69%      7.38%
 14 days      845       56.8%      0.38%      0.09%      2.64%       -0.09%        0.26%    -12.30%      7.83%
 30 days      845       57.4%      1.08%      0.46%      4.45%        0.16%        0.76%    -34.74%      9.76%
 90 days      842       67.1%      2.58%      2.38%      7.84%        1.85%        2.91%    -32.86%     20.31%
180 days      828       76.7%      6.97%      6.17%     10.62%        5.45%        6.90%    -38.93%     34.52%
365 days      795       84.4%     13.73%     13.77%     16.34%       12.64%       14.91%    -45.94%     51.96%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.51%
Rounded target for matching: -5%
Similar historical periods found: 170
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      170       69.4%      1.45%      0.86%      3.12%        0.38%        1.33%    -12.45%      9.69%
 14 days      170       75.9%      2.38%      1.34%      4.73%        0.63%        2.06%    -22.77%     10.20%
 30 days      170       70.6%      2.73%      1.97%      4.67%        1.26%        2.68%    -12.14%     13.95%
 90 days      166       78.9%      3.94%      3.25%      9.16%        1.84%        4.65%    -28.20%     20.28%
180 days      166       72.3%      5.16%      3.27%     14.02%        1.13%        5.42%    -41.55%     29.89%
365 days      166       73.5%     11.07%      9.63%     18.18%        6.85%       12.42%    -38.21%     47.16%


========================================================================================================================

========================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%   3.2K               12.1%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (190d): 4.5K,+39.7% (3.9K,+22% - 5.1K,+60%)
   End-of-year outlook: 📈 Bullish Trend (+39.7%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 190 days | EOY Target: 4.5K (+39.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8032
Best R-squared: 0.967416
Average annual growth: 59.7%

Valuation breakdown:
  🟡 FAIR_VALUE: 17 (77.3%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 2 instruments (9.1%)
  42 days (~2m): 6 instruments (27.3%)
  126 days (~6m): 1 instruments (4.5%)
  378 days (~18m): 1 instruments (4.5%)
  504 days (~24m): 9 instruments (40.9%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.961300 504 d        52.2%   $28.20          🟡 FAIR           0.7%
2    NFLX            0.944730 504 d        75.7%   $1.3K           🟡 FAIR           9.4%
3    PM              0.942663 378 d        69.4%   $184.95         🟡 FAIR           7.0%
4    MSFT            0.940408 21  d       126.4%   $486.00         🟡 FAIR           0.4%
5    RTX             0.938044 42  d       200.5%   $145.81         🟡 FAIR          -0.5%
6    TMUS            0.937057 504 d        46.3%   $226.98         🟢 UNDER        -14.6%
7    PLTR            0.935242 252 d       521.4%   $139.92         🟡 FAIR          -7.9%
8    BRK-B           0.935169 504 d        25.5%   $487.77         🟡 FAIR          -7.3%
9    JPM             0.934458 504 d        44.2%   $278.27         🟡 FAIR          -0.1%
10   IBM             0.932862 504 d        47.0%   $289.18         🟡 FAIR           7.2%
11   LLY             0.928240 1008d        50.4%   $770.64         🟢 UNDER        -25.7%
12   WMT             0.927422 504 d        50.3%   $97.87          🟡 FAIR          -4.8%
13   MRK             0.927380 252 d       -39.1%   $80.16          🟡 FAIR           5.9%
14   COST            0.923292 504 d        47.0%   $1.0K           🟢 UNDER        -10.7%
15   GE              0.908928 504 d        72.8%   $247.81         🟡 FAIR           0.9%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9613)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $28.20 ($25.44,-10% - $30.82,+9%)
   +30d (1m): $29.44,+4.4% ($26.74,-5% - $32.41,+15%)
   +60d (2m): $30.95,+9.7% ($28.11,-0% - $34.07,+21%)
   +90d (3m): $32.53,+15.4% ($29.55,+5% - $35.82,+27%)
   +180d (6m): $37.80,+34.0% ($34.32,+22% - $41.63,+48%)
   +365d (1y): $51.45,+82.4% ($46.67,+66% - $56.71,+101%)
   +EOY (190d): $38.43,+36.3% ($34.90,+24% - $42.33,+50%)
   End-of-year outlook: 📈 Bullish Trend (+36.3%)
   Confidence: 96.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 190 days | EOY Target: $38.43 (+36.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.66%
Rounded target for matching: 3%
Similar historical periods found: 639
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      639       55.4%      0.51%      0.43%      3.48%        0.16%        0.70%    -18.13%     13.39%
 14 days      639       62.8%      1.51%      1.18%      4.77%        0.81%        1.55%    -16.42%     17.55%
 30 days      639       64.2%      2.07%      1.86%      6.82%        1.33%        2.39%    -26.70%     27.62%
 90 days      636       67.3%      5.98%      5.21%     12.26%        4.26%        6.17%    -41.80%     33.24%
180 days      624       73.9%     10.68%     11.94%     18.43%       10.49%       13.39%    -39.46%     51.37%
365 days      608       81.4%     19.29%     22.51%     27.75%       20.30%       24.72%    -40.09%    107.56%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.32%
Rounded target for matching: 13%
Similar historical periods found: 319
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      319       59.2%      0.95%      0.61%      3.00%        0.28%        0.94%    -10.85%      8.40%
 14 days      319       61.1%      1.76%      1.14%      4.50%        0.64%        1.63%    -12.31%     12.18%
 30 days      319       65.2%      3.36%      2.42%      6.45%        1.71%        3.13%    -25.00%     21.43%
 90 days      318       68.2%      7.96%      6.54%     12.02%        5.21%        7.86%    -32.08%     33.93%
180 days      316       74.1%     12.23%     12.89%     18.32%       10.86%       14.91%    -36.33%     56.16%
365 days      306       80.1%     18.21%     23.60%     27.06%       20.55%       26.64%    -56.16%    101.67%


========================================================================================================================

Chart 2: NFLX (R² = 0.9447)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($980.61,-22% - $1.3K,+7%)
   +30d (1m): $1.2K,-2.3% ($1.0K,-16% - $1.4K,+14%)
   +60d (2m): $1.3K,+4.5% ($1.1K,-11% - $1.5K,+22%)
   +90d (3m): $1.4K,+11.8% ($1.2K,-4% - $1.6K,+31%)
   +180d (6m): $1.7K,+36.7% ($1.5K,+17% - $2.0K,+60%)
   +365d (1y): $2.6K,+106.8% ($2.2K,+77% - $3.0K,+142%)
   +EOY (190d): $1.8K,+39.8% ($1.5K,+20% - $2.0K,+63%)
   End-of-year outlook: 📈 Bullish Trend (+39.8%)
   Confidence: 94.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 190 days | EOY Target: $1.8K (+39.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.53%
Rounded target for matching: 10%
Similar historical periods found: 132
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      132       55.3%      0.84%      0.86%      7.82%       -0.49%        2.20%    -40.75%     24.37%
 14 days      132       61.4%      1.77%      1.74%     10.46%       -0.06%        3.54%    -45.33%     30.04%
 30 days      132       62.9%      4.79%      4.72%     13.66%        2.37%        7.07%    -32.88%     43.51%
 90 days      132       68.2%     14.01%      9.00%     29.65%        3.89%       14.10%    -74.40%     95.46%
180 days      129       75.2%     36.52%     28.77%     47.73%       20.46%       37.09%    -72.02%    148.67%
365 days      122       73.0%     59.83%     57.98%     91.22%       41.63%       74.33%    -75.22%    473.33%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.35%
Rounded target for matching: 24%
Similar historical periods found: 73
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       73       53.4%      1.53%      2.75%      8.90%        0.67%        4.83%    -14.40%     22.89%
 14 days       73       63.0%      3.87%      6.07%     12.63%        3.12%        9.01%    -10.41%     38.26%
 30 days       73       69.9%      7.54%     10.81%     18.04%        6.61%       15.02%    -18.02%     65.13%
 90 days       70       67.1%     15.61%     20.94%     37.47%       12.00%       29.87%    -44.07%    119.57%
180 days       67       62.7%     32.76%     31.55%     63.52%       16.06%       47.05%    -69.32%    159.38%
365 days       66       68.2%     51.30%     60.47%     98.63%       36.22%       84.72%    -76.59%    393.70%


========================================================================================================================

Chart 3: PM (R² = 0.9427)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $184.95 ($154.70,-16% - $193.25,+4%)
   +30d (1m): $184.10,-0.5% ($164.69,-11% - $205.80,+11%)
   +60d (2m): $196.02,+6.0% ($175.33,-5% - $219.16,+18%)
   +90d (3m): $208.72,+12.8% ($186.64,+1% - $233.40,+26%)
   +180d (6m): $251.94,+36.2% ($225.14,+22% - $281.94,+52%)
   +365d (1y): $370.98,+100.6% ($330.83,+79% - $415.99,+125%)
   +EOY (190d): $257.27,+39.1% ($229.88,+24% - $287.92,+56%)
   End-of-year outlook: 📈 Bullish Trend (+39.1%)
   Confidence: 94.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈26%)
   📅 Days until EOY 2025: 190 days | EOY Target: $257.27 (+39.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.53%
Rounded target for matching: 8%
Similar historical periods found: 142
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      142       57.0%      0.54%      0.38%      3.29%       -0.17%        0.92%     -8.40%     14.87%
 14 days      142       54.2%      0.47%      0.91%      4.71%        0.13%        1.69%    -14.67%     18.14%
 30 days      142       56.3%      1.42%      1.59%      7.32%        0.37%        2.80%    -23.03%     22.57%
 90 days      140       65.0%      5.88%      5.27%     12.23%        3.23%        7.31%    -23.17%     41.17%
180 days      133       72.2%      9.64%     10.49%     15.73%        7.79%       13.19%    -30.37%     55.34%
365 days      128       76.6%     22.13%     19.78%     23.79%       15.62%       23.94%    -24.97%     65.31%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.09%
Rounded target for matching: 26%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       59.4%      0.92%      0.61%      2.89%       -0.43%        1.65%     -4.37%      6.34%
 14 days       32       62.5%      0.71%      1.16%      4.04%       -0.29%        2.62%     -6.08%      8.74%
 30 days       32       62.5%      3.52%      3.05%      5.87%        0.94%        5.17%     -7.04%     12.52%
 90 days       28       67.9%      4.73%      4.16%     10.98%       -0.10%        8.42%    -21.00%     23.45%
180 days       25       72.0%      6.20%      6.41%     10.46%        2.09%       10.73%    -10.89%     26.11%
365 days       25       76.0%     24.66%     16.79%     22.81%        7.37%       26.21%    -22.01%     57.92%


========================================================================================================================

Chart 4: MSFT (R² = 0.9404)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $486.00 ($478.51,-2% - $489.38,+1%)
   +30d (1m): $533.36,+9.7% ($523.69,+8% - $543.21,+12%)
   +60d (2m): $587.86,+21.0% ($571.53,+18% - $604.65,+24%)
   +90d (3m): $647.93,+33.3% ($623.29,+28% - $673.53,+39%)
   +180d (6m): $867.53,+78.5% ($807.56,+66% - $931.95,+92%)
   +365d (1y): $1.6K,+225.2% ($1.4K,+183% - $1.8K,+274%)
   +EOY (190d): $896.12,+84.4% ($831.11,+71% - $966.23,+99%)
   End-of-year outlook: 📈 Bullish Trend (+84.4%)
   Confidence: 94.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $896.12 (+84.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.12%
Rounded target for matching: 11%
Similar historical periods found: 253
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      253       58.5%      0.66%      0.74%      4.22%        0.22%        1.27%    -11.51%     19.65%
 14 days      253       62.8%      2.25%      2.46%      7.30%        1.56%        3.37%    -27.67%     25.80%
 30 days      253       61.7%      2.89%      3.85%     10.20%        2.59%        5.11%    -17.47%     46.94%
 90 days      252       68.3%      8.97%      9.78%     17.28%        7.63%       11.92%    -29.70%    114.29%
180 days      251       80.5%     18.79%     22.34%     29.03%       18.73%       25.95%    -37.73%    131.10%
365 days      246       84.1%     37.85%     49.35%     57.65%       42.11%       56.59%    -52.37%    257.72%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.58%
Rounded target for matching: 19%
Similar historical periods found: 180
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      180       57.2%      0.75%      0.41%      4.31%       -0.22%        1.04%    -17.00%     14.46%
 14 days      180       52.8%      0.61%      0.42%      6.66%       -0.56%        1.40%    -28.77%     19.54%
 30 days      180       62.2%      1.83%      2.42%      9.87%        0.97%        3.87%    -34.83%     36.89%
 90 days      180       70.0%      5.97%      8.89%     20.81%        5.83%       11.95%    -40.51%    122.67%
180 days      180       66.7%     14.38%     17.80%     32.92%       12.96%       22.65%    -44.57%    180.00%
365 days      178       69.7%     32.14%     39.51%     56.00%       31.22%       47.79%    -53.97%    221.74%


========================================================================================================================

Chart 5: RTX (R² = 0.9380)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: $145.81 ($142.46,-2% - $150.89,+3%)
   +30d (1m): $167.14,+14.6% ($161.72,+11% - $172.74,+18%)
   +60d (2m): $190.53,+30.7% ($183.14,+26% - $198.23,+36%)
   +90d (3m): $217.20,+49.0% ($207.10,+42% - $227.80,+56%)
   +180d (6m): $321.77,+120.7% ($298.37,+105% - $347.00,+138%)
   +365d (1y): $721.76,+395.0% ($628.88,+331% - $828.36,+468%)
   +EOY (190d): $336.13,+130.5% ($310.68,+113% - $363.67,+149%)
   End-of-year outlook: 📈 Bullish Trend (+130.5%)
   Confidence: 93.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $336.13 (+130.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RTX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.90%
Rounded target for matching: 14%
Similar historical periods found: 259
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      259       49.0%      0.00%      0.00%      4.14%       -0.50%        0.51%    -12.82%     14.83%
 14 days      259       48.3%     -0.29%      0.03%      5.76%       -0.67%        0.74%    -18.36%     19.32%
 30 days      259       57.5%      1.19%      0.95%      8.24%       -0.06%        1.96%    -25.03%     40.99%
 90 days      259       67.6%      5.81%      5.40%     17.03%        3.31%        7.48%    -41.59%     77.01%
180 days      259       67.6%      9.87%     10.51%     24.81%        7.47%       13.55%    -43.48%    108.90%
365 days      255       75.3%     17.36%     20.57%     33.74%       16.41%       24.73%    -60.53%    165.05%


========================================================================================================================
RTX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.08%
Rounded target for matching: 14%
Similar historical periods found: 355
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      355       54.1%      0.23%      0.06%      3.84%       -0.34%        0.46%    -26.59%     13.75%
 14 days      355       52.7%      0.38%      0.10%      5.52%       -0.48%        0.68%    -33.65%     29.87%
 30 days      355       54.9%      1.06%      0.42%      8.78%       -0.50%        1.33%    -45.92%     20.30%
 90 days      354       61.0%      4.54%      2.77%     15.63%        1.13%        4.40%    -46.03%     57.37%
180 days      354       59.9%      6.34%      6.36%     21.68%        4.10%        8.63%    -46.34%     88.92%
365 days      349       65.3%     12.84%     15.49%     31.93%       12.13%       18.86%    -59.61%    141.67%


========================================================================================================================

Chart 6: TMUS (R² = 0.9371)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $226.98 ($237.60,+5% - $297.43,+31%)
   +30d (1m): $278.15,+22.5% ($248.58,+10% - $311.23,+37%)
   +60d (2m): $291.04,+28.2% ($260.08,+15% - $325.68,+43%)
   +90d (3m): $304.52,+34.2% ($272.10,+20% - $340.81,+50%)
   +180d (6m): $348.85,+53.7% ($311.59,+37% - $390.56,+72%)
   +365d (1y): $461.25,+103.2% ($411.58,+81% - $516.92,+128%)
   +EOY (190d): $354.15,+56.0% ($316.32,+39% - $396.51,+75%)
   End-of-year outlook: 📈 Bullish Trend (+56.0%)
   Confidence: 93.7% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $354.15 (+56.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.95%
Rounded target for matching: -8%
Similar historical periods found: 63
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       63       68.3%      2.77%      2.54%      6.24%        0.97%        4.11%    -20.97%     15.45%
 14 days       63       77.8%      4.13%      3.65%      6.80%        1.94%        5.36%    -18.95%     21.43%
 30 days       63       77.8%      5.21%      3.76%     13.28%        0.41%        7.10%    -46.46%     26.70%
 90 days       61       80.3%      8.77%      6.83%     18.15%        2.18%       11.48%    -54.02%     31.02%
180 days       61       68.9%     15.31%     12.23%     25.78%        5.63%       18.84%    -57.91%     64.28%
365 days       61       86.9%     32.66%     36.35%     38.07%       26.60%       46.10%    -49.27%    108.87%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.64%
Rounded target for matching: -12%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       75.8%      2.15%      2.22%      5.11%        0.41%        4.04%     -9.69%     12.65%
 14 days       33       75.8%      3.65%      2.97%      8.45%       -0.03%        5.96%    -16.93%     28.56%
 30 days       33       72.7%      6.53%      3.19%     13.10%       -1.45%        7.84%    -25.74%     34.53%
 90 days       33       87.9%     11.72%     12.16%     12.66%        7.67%       16.65%    -22.59%     35.68%
180 days       33       84.8%     28.06%     23.67%     28.79%       13.46%       33.88%    -51.95%     86.88%
365 days       33       84.8%     44.28%     45.37%     47.51%       28.52%       62.22%    -64.69%    128.22%


========================================================================================================================

Chart 7: PLTR (R² = 0.9352)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $139.92 ($115.37,-18% - $200.14,+43%)
   +30d (1m): $188.87,+35.0% ($143.28,+2% - $248.98,+78%)
   +60d (2m): $234.76,+67.8% ($177.90,+27% - $309.79,+121%)
   +90d (3m): $291.79,+108.5% ($220.85,+58% - $385.51,+176%)
   +180d (6m): $560.29,+300.4% ($422.09,+202% - $743.72,+432%)
   +365d (1y): $2.1K,+1431.0% ($1.6K,+1037% - $2.9K,+1961%)
   +EOY (190d): $602.41,+330.5% ($453.55,+224% - $800.13,+472%)
   End-of-year outlook: 📈 Bullish Trend (+330.5%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 190 days | EOY Target: $602.41 (+330.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 17.43%
Rounded target for matching: 17%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      7.41%      7.09%     15.00%       -4.44%       18.62%    -14.29%     33.05%
 14 days        9       77.8%      6.46%     10.25%     18.77%       -4.18%       24.68%    -13.97%     52.84%
 30 days        9       88.9%     22.15%     20.69%     18.77%        6.27%       35.12%    -17.56%     53.79%
 90 days        7      100.0%     52.98%     78.65%     50.49%       31.95%      125.35%     13.92%    152.74%
180 days        7      100.0%     69.37%    149.49%    107.78%       49.81%      249.17%     45.09%    308.95%
365 days        4      100.0%    436.34%    444.30%     74.30%      326.07%      562.53%    358.53%    545.99%


========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.24%
Rounded target for matching: 24%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       71.4%      4.21%      1.61%      5.36%       -3.35%        6.57%     -8.28%      5.96%
 14 days        7       42.9%     -2.26%     -1.81%      4.65%       -6.11%        2.48%    -10.65%      5.24%
 30 days        7       57.1%      1.97%      1.28%      9.31%       -7.33%        9.89%    -12.69%     19.22%
 90 days        7      100.0%     33.93%     34.52%     23.49%       12.79%       56.24%      0.94%     78.79%
180 days        7      100.0%    202.58%    199.34%     75.90%      129.15%      269.54%     40.97%    294.27%


========================================================================================================================

Chart 8: BRK-B (R² = 0.9352)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $487.77 ($491.50,+1% - $563.32,+15%)
   +30d (1m): $540.63,+10.8% ($504.97,+4% - $578.81,+19%)
   +60d (2m): $555.46,+13.9% ($518.79,+6% - $594.72,+22%)
   +90d (3m): $570.71,+17.0% ($533.00,+9% - $611.08,+25%)
   +180d (6m): $618.99,+26.9% ($577.97,+18% - $662.93,+36%)
   +365d (1y): $731.46,+50.0% ($682.57,+40% - $783.86,+61%)
   +EOY (190d): $624.60,+28.1% ($583.19,+20% - $668.96,+37%)
   End-of-year outlook: 📈 Bullish Trend (+28.1%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 190 days | EOY Target: $624.60 (+28.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.96%
Rounded target for matching: -5%
Similar historical periods found: 213
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      213       54.0%      0.30%     -0.23%      3.74%       -0.74%        0.27%    -11.88%     14.02%
 14 days      213       54.5%      0.18%      0.05%      5.54%       -0.69%        0.80%    -21.86%     15.96%
 30 days      213       57.3%      1.12%      1.06%      7.34%        0.07%        2.06%    -17.29%     25.89%
 90 days      213       61.5%      3.17%      1.67%     11.34%        0.14%        3.21%    -32.38%     25.01%
180 days      211       71.6%      5.45%      5.11%     16.41%        2.89%        7.34%    -44.20%     55.80%
365 days      211       79.1%     11.56%     15.36%     20.08%       12.64%       18.09%    -35.57%     67.79%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.21%
Rounded target for matching: 3%
Similar historical periods found: 334
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      334       56.0%      0.35%      0.54%      3.00%        0.22%        0.86%    -11.70%     18.94%
 14 days      334       64.1%      1.32%      1.11%      4.50%        0.63%        1.59%    -21.86%     21.07%
 30 days      334       69.2%      2.31%      2.42%      6.09%        1.77%        3.08%    -19.63%     24.47%
 90 days      331       77.9%      6.48%      6.19%     10.15%        5.09%        7.29%    -26.59%     49.32%
180 days      320       76.2%     11.69%     10.56%     14.07%        9.01%       12.11%    -32.95%     75.13%
365 days      310       88.1%     22.66%     21.91%     21.17%       19.55%       24.28%    -31.70%    128.35%


========================================================================================================================

Chart 9: JPM (R² = 0.9345)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $278.27 ($249.50,-10% - $311.15,+12%)
   +30d (1m): $291.04,+4.6% ($260.60,-6% - $325.04,+17%)
   +60d (2m): $304.00,+9.2% ($272.18,-2% - $339.54,+22%)
   +90d (3m): $317.54,+14.1% ($284.27,+2% - $354.70,+27%)
   +180d (6m): $361.89,+30.1% ($323.86,+16% - $404.39,+45%)
   +365d (1y): $473.46,+70.1% ($423.29,+52% - $529.58,+90%)
   +EOY (190d): $367.19,+32.0% ($328.58,+18% - $410.32,+47%)
   End-of-year outlook: 📈 Bullish Trend (+32.0%)
   Confidence: 93.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 190 days | EOY Target: $367.19 (+32.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.78%
Rounded target for matching: 10%
Similar historical periods found: 339
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      339       54.0%      0.46%      0.44%      4.69%       -0.06%        0.94%    -12.21%     29.09%
 14 days      339       58.7%      0.98%      1.27%      6.15%        0.61%        1.93%    -17.13%     23.03%
 30 days      339       60.5%      2.20%      1.94%      9.30%        0.95%        2.94%    -34.32%     35.76%
 90 days      339       56.0%      1.89%      2.54%     17.62%        0.66%        4.43%    -52.97%     55.74%
180 days      331       66.5%      9.59%     10.17%     23.78%        7.60%       12.74%    -44.50%     77.05%
365 days      320       71.2%     17.92%     22.96%     34.90%       19.13%       26.80%    -67.26%    107.49%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.82%
Rounded target for matching: 2%
Similar historical periods found: 300
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      300       53.7%      0.57%      0.43%      4.33%       -0.06%        0.92%    -11.56%     16.50%
 14 days      300       53.0%      0.38%      0.65%      6.41%       -0.08%        1.37%    -24.32%     20.27%
 30 days      300       54.3%      1.41%      0.83%     10.49%       -0.36%        2.02%    -45.44%     35.67%
 90 days      296       60.8%      4.83%      4.11%     19.63%        1.86%        6.35%    -55.04%     67.42%
180 days      296       65.9%      9.68%     11.10%     22.30%        8.55%       13.65%    -45.20%     77.31%
365 days      295       73.6%     18.13%     21.26%     31.53%       17.65%       24.87%    -55.53%    154.16%


========================================================================================================================

Chart 10: IBM (R² = 0.9329)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $289.18 ($239.84,-17% - $303.53,+5%)
   +30d (1m): $282.48,-2.3% ($251.08,-13% - $317.81,+10%)
   +60d (2m): $295.75,+2.3% ($262.85,-9% - $332.77,+15%)
   +90d (3m): $309.64,+7.1% ($275.16,-5% - $348.43,+20%)
   +180d (6m): $355.33,+22.9% ($315.65,+9% - $400.01,+38%)
   +365d (1y): $471.55,+63.1% ($418.44,+45% - $531.39,+84%)
   +EOY (190d): $360.81,+24.8% ($320.50,+11% - $406.19,+40%)
   End-of-year outlook: 📈 Bullish Trend (+24.8%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 190 days | EOY Target: $360.81 (+24.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.54%
Rounded target for matching: 15%
Similar historical periods found: 154
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      154       64.3%      0.87%      0.82%      3.88%        0.21%        1.44%    -16.00%     10.33%
 14 days      154       61.0%      1.03%      0.85%      5.53%       -0.03%        1.73%    -16.02%     15.30%
 30 days      154       61.0%      1.80%      0.45%      8.53%       -0.91%        1.80%    -38.22%     21.88%
 90 days      152       64.5%      4.21%      5.22%     13.55%        3.05%        7.39%    -30.05%     34.76%
180 days      149       71.1%     10.60%     12.77%     21.55%        9.28%       16.26%    -37.36%     70.05%
365 days      140       75.7%     17.46%     24.41%     32.63%       18.95%       29.86%    -32.77%    109.02%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.29%
Rounded target for matching: 14%
Similar historical periods found: 331
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      331       55.9%      0.41%      0.31%      3.60%       -0.08%        0.70%    -12.88%     14.06%
 14 days      331       60.4%      1.09%      0.57%      4.93%        0.04%        1.10%    -16.75%     16.81%
 30 days      331       56.5%      1.01%      1.39%      7.56%        0.57%        2.21%    -21.64%     26.09%
 90 days      326       55.5%      2.45%      2.32%     13.71%        0.83%        3.82%    -36.57%     44.91%
180 days      323       59.8%      4.31%      4.93%     22.40%        2.48%        7.38%    -50.31%     74.27%
365 days      317       66.6%      8.64%     16.59%     32.32%       13.02%       20.16%    -49.47%    119.05%


========================================================================================================================

Chart 11: LLY (R² = 0.9282)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $770.64 ($801.83,+4% - $1.3K,+74%)
   +30d (1m): $1.1K,+41.4% ($841.74,+9% - $1.4K,+83%)
   +60d (2m): $1.1K,+48.4% ($883.64,+15% - $1.5K,+92%)
   +90d (3m): $1.2K,+55.8% ($927.62,+20% - $1.6K,+102%)
   +180d (6m): $1.4K,+80.3% ($1.1K,+39% - $1.8K,+133%)
   +365d (1y): $1.9K,+143.3% ($1.4K,+88% - $2.4K,+215%)
   +EOY (190d): $1.4K,+83.2% ($1.1K,+42% - $1.8K,+137%)
   End-of-year outlook: 📈 Bullish Trend (+83.2%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 190 days | EOY Target: $1.4K (+83.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.76%
Rounded target for matching: 3%
Similar historical periods found: 663
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      663       54.8%      0.42%      0.36%      4.11%        0.05%        0.68%    -13.32%     11.69%
 14 days      663       55.7%      0.74%      0.84%      5.65%        0.41%        1.27%    -16.38%     23.50%
 30 days      663       56.0%      1.08%      1.44%      8.65%        0.78%        2.10%    -22.93%     37.73%
 90 days      663       60.0%      4.44%      5.12%     14.53%        4.01%        6.23%    -32.29%     46.66%
180 days      660       69.1%      9.08%     12.32%     23.86%       10.50%       14.14%    -35.33%     91.36%
365 days      652       73.6%     19.85%     26.20%     39.83%       23.14%       29.27%    -49.06%    168.49%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.57%
Rounded target for matching: -11%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       54.0%      0.71%      1.05%      4.95%        0.33%        1.76%    -12.01%     19.38%
 14 days      187       56.7%      0.98%      1.57%      6.50%        0.64%        2.51%    -22.39%     19.92%
 30 days      187       56.1%      1.02%      1.65%      9.38%        0.30%        3.00%    -24.27%     37.73%
 90 days      186       71.5%      5.06%      6.03%     13.60%        4.06%        7.99%    -22.96%     69.19%
180 days      181       62.4%      7.62%     11.16%     23.34%        7.73%       14.58%    -35.07%     92.03%
365 days      181       65.7%     15.02%     20.65%     41.28%       14.59%       26.70%    -31.83%    203.90%


========================================================================================================================

Chart 12: WMT (R² = 0.9274)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $97.87 ($90.25,-8% - $116.99,+20%)
   +30d (1m): $107.86,+10.2% ($94.73,-3% - $122.81,+25%)
   +60d (2m): $113.22,+15.7% ($99.42,+2% - $128.93,+32%)
   +90d (3m): $118.84,+21.4% ($104.35,+7% - $135.35,+38%)
   +180d (6m): $137.44,+40.4% ($120.63,+23% - $156.60,+60%)
   +365d (1y): $185.34,+89.4% ($162.48,+66% - $211.41,+116%)
   +EOY (190d): $139.68,+42.7% ($122.59,+25% - $159.16,+63%)
   End-of-year outlook: 📈 Bullish Trend (+42.7%)
   Confidence: 92.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 190 days | EOY Target: $139.68 (+42.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.69%
Rounded target for matching: 1%
Similar historical periods found: 659
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      659       52.5%      0.28%      0.33%      4.39%       -0.00%        0.67%    -24.84%     22.01%
 14 days      659       53.6%      0.38%      0.65%      5.97%        0.19%        1.11%    -22.16%     28.42%
 30 days      659       61.8%      1.97%      2.20%      8.69%        1.53%        2.86%    -33.67%     39.44%
 90 days      658       64.4%      4.20%      6.07%     15.54%        4.88%        7.26%    -54.00%     99.51%
180 days      657       73.1%      9.17%     13.56%     23.58%       11.75%       15.36%    -43.84%    150.60%
365 days      647       75.9%     16.44%     34.14%     51.82%       30.14%       38.14%    -52.55%    340.98%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.00%
Rounded target for matching: -4%
Similar historical periods found: 310
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      310       59.0%      0.90%      0.99%      3.88%        0.55%        1.42%     -8.78%     13.64%
 14 days      310       60.6%      1.35%      1.28%      5.82%        0.63%        1.93%    -29.10%     26.62%
 30 days      310       64.8%      2.54%      2.53%      7.58%        1.69%        3.38%    -28.69%     29.33%
 90 days      310       69.4%      5.54%      6.31%     14.19%        4.73%        7.90%    -50.00%     53.59%
180 days      310       78.4%     10.42%     14.73%     22.99%       12.16%       17.30%    -38.93%    142.91%
365 days      310       74.8%     15.20%     28.92%     43.10%       24.11%       33.74%    -38.75%    275.03%


========================================================================================================================

Chart 13: MRK (R² = 0.9274)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $80.16 ($69.90,-13% - $81.93,+2%)
   +30d (1m): $71.34,-11.0% ($65.88,-18% - $77.26,-4%)
   +60d (2m): $67.25,-16.1% ($62.08,-23% - $72.86,-9%)
   +90d (3m): $63.40,-20.9% ($58.51,-27% - $68.71,-14%)
   +180d (6m): $53.12,-33.7% ($48.95,-39% - $57.64,-28%)
   +365d (1y): $36.92,-53.9% ($33.89,-58% - $40.23,-50%)
   +EOY (190d): $52.09,-35.0% ($47.99,-40% - $56.53,-29%)
   End-of-year outlook: 📉 Bearish Trend (-35.0%)
   Confidence: 92.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 190 days | EOY Target: $52.09 (-35.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.27%
Rounded target for matching: 4%
Similar historical periods found: 818
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      818       57.6%      0.62%      0.60%      3.62%        0.35%        0.85%    -12.30%     13.22%
 14 days      818       57.7%      1.11%      1.05%      4.99%        0.71%        1.40%    -19.53%     16.85%
 30 days      818       61.2%      2.17%      1.95%      7.37%        1.44%        2.46%    -22.68%     23.01%
 90 days      818       66.6%      5.11%      4.57%     12.76%        3.69%        5.44%    -40.47%     45.71%
180 days      815       69.9%     10.64%     10.37%     20.67%        8.94%       11.79%    -45.66%     90.80%
365 days      805       73.7%     21.29%     24.76%     37.05%       22.20%       27.33%    -57.06%    167.65%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.64%
Rounded target for matching: -6%
Similar historical periods found: 319
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      319       57.4%      0.56%      0.40%      4.01%       -0.04%        0.84%    -18.04%     15.91%
 14 days      319       55.5%      0.78%      0.76%      5.76%        0.13%        1.39%    -23.28%     16.78%
 30 days      319       57.7%      1.52%      1.57%      8.59%        0.62%        2.51%    -21.99%     21.59%
 90 days      317       64.7%      4.93%      4.93%     14.32%        3.35%        6.52%    -38.83%     44.20%
180 days      317       61.5%     10.50%      9.24%     21.16%        6.90%       11.58%    -37.50%     60.90%
365 days      312       72.1%     21.26%     22.55%     35.29%       18.62%       26.48%    -46.61%    133.58%


========================================================================================================================

Chart 14: COST (R² = 0.9233)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.0K ($991.58,-1% - $1.3K,+27%)
   +30d (1m): $1.2K,+17.3% ($1.0K,+3% - $1.3K,+33%)
   +60d (2m): $1.2K,+22.8% ($1.1K,+8% - $1.4K,+39%)
   +90d (3m): $1.3K,+28.6% ($1.1K,+13% - $1.5K,+46%)
   +180d (6m): $1.5K,+47.5% ($1.3K,+30% - $1.7K,+68%)
   +365d (1y): $2.0K,+95.8% ($1.7K,+72% - $2.2K,+123%)
   +EOY (190d): $1.5K,+49.8% ($1.3K,+32% - $1.7K,+70%)
   End-of-year outlook: 📈 Bullish Trend (+49.8%)
   Confidence: 92.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 190 days | EOY Target: $1.5K (+49.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 465
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      465       55.1%      0.42%      0.50%      4.22%        0.11%        0.88%    -16.12%     19.82%
 14 days      465       61.7%      1.48%      1.38%      5.83%        0.85%        1.91%    -22.16%     20.88%
 30 days      465       63.7%      2.28%      2.51%      8.55%        1.73%        3.29%    -36.41%     30.77%
 90 days      464       72.8%      8.04%      6.57%     12.77%        5.40%        7.73%    -41.95%     52.24%
180 days      454       79.3%     15.59%     13.13%     19.78%       11.31%       14.95%    -45.90%     70.86%
365 days      448       84.8%     29.85%     28.54%     30.93%       25.67%       31.42%    -51.90%    175.91%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.97%
Rounded target for matching: -5%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       53.4%      0.44%      0.17%      4.99%       -0.49%        0.83%    -14.18%     14.14%
 14 days      221       60.6%      1.80%      0.92%      7.27%       -0.04%        1.88%    -17.39%     25.05%
 30 days      221       66.5%      3.27%      3.39%      9.59%        2.12%        4.66%    -22.46%     31.12%
 90 days      220       79.1%     12.20%     10.49%     17.09%        8.22%       12.76%    -41.97%     55.27%
180 days      220       80.9%     17.94%     17.75%     22.23%       14.80%       20.70%    -42.11%     77.95%
365 days      220       81.4%     29.12%     29.20%     32.19%       24.92%       33.48%    -44.50%    177.02%


========================================================================================================================

Chart 15: GE (R² = 0.9089)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $247.81 ($201.65,-19% - $299.10,+21%)
   +30d (1m): $262.10,+5.8% ($215.18,-13% - $319.26,+29%)
   +60d (2m): $279.74,+12.9% ($229.62,-7% - $340.80,+38%)
   +90d (3m): $298.55,+20.5% ($245.02,-1% - $363.78,+47%)
   +180d (6m): $362.95,+46.5% ($297.67,+20% - $442.53,+79%)
   +365d (1y): $542.24,+118.8% ($443.95,+79% - $662.31,+167%)
   +EOY (190d): $370.91,+49.7% ($304.18,+23% - $452.27,+83%)
   End-of-year outlook: 📈 Bullish Trend (+49.7%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈19%)
   📅 Days until EOY 2025: 190 days | EOY Target: $370.91 (+49.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 15.53%
Rounded target for matching: 16%
Similar historical periods found: 139
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      139       51.8%      0.39%     -0.00%      4.23%       -0.71%        0.71%    -12.52%      9.97%
 14 days      139       49.6%      0.00%      0.04%      6.74%       -1.09%        1.17%    -22.10%     28.27%
 30 days      139       46.8%     -0.79%     -0.07%     12.15%       -2.11%        1.97%    -49.60%     39.64%
 90 days      137       65.7%      5.73%      6.17%     17.12%        3.28%        9.07%    -45.85%     72.17%
180 days      135       68.1%     12.34%     13.05%     24.32%        8.91%       17.19%    -42.81%     82.12%
365 days      132       74.2%     19.91%     27.60%     47.14%       19.49%       35.72%    -50.70%    225.24%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.89%
Rounded target for matching: 19%
Similar historical periods found: 223
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      223       52.9%      0.24%      0.04%      3.81%       -0.46%        0.55%    -13.71%     14.73%
 14 days      223       48.4%     -0.11%     -0.20%      5.12%       -0.88%        0.48%    -18.88%     16.47%
 30 days      223       48.9%     -0.29%      0.10%      7.63%       -0.91%        1.11%    -26.81%     23.05%
 90 days      223       58.3%      2.65%      2.83%     13.41%        1.06%        4.60%    -30.96%     50.60%
180 days      217       63.1%      7.16%      8.55%     22.10%        5.60%       11.51%    -36.02%     89.77%
365 days      215       69.3%     11.23%     17.48%     37.78%       12.41%       22.56%    -58.84%    205.07%


========================================================================================================================

========================================================================================================================
🟢 TOP 4 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    LLY              25.7%  0.928240     50.4%   $770.64            34.7%  1008d
2    ISRG             14.7%  0.853816     44.9%   $515.09            17.2%  504 d
3    TMUS             14.6%  0.937057     46.3%   $226.98            17.1%  504 d
4    COST             10.7%  0.923292     47.0%   $1.0K              12.0%  504 d

📊 DISPLAYING ALL 4 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $770.64 ($801.83,+4% - $1.3K,+74%)
   +30d (1m): $1.1K,+41.4% ($841.74,+9% - $1.4K,+83%)
   +60d (2m): $1.1K,+48.4% ($883.64,+15% - $1.5K,+92%)
   +90d (3m): $1.2K,+55.8% ($927.62,+20% - $1.6K,+102%)
   +180d (6m): $1.4K,+80.3% ($1.1K,+39% - $1.8K,+133%)
   +365d (1y): $1.9K,+143.3% ($1.4K,+88% - $2.4K,+215%)
   +EOY (190d): $1.4K,+83.2% ($1.1K,+42% - $1.8K,+137%)
   End-of-year outlook: 📈 Bullish Trend (+83.2%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 190 days | EOY Target: $1.4K (+83.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.76%
Rounded target for matching: 3%
Similar historical periods found: 663
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      663       54.8%      0.42%      0.36%      4.11%        0.05%        0.68%    -13.32%     11.69%
 14 days      663       55.7%      0.74%      0.84%      5.65%        0.41%        1.27%    -16.38%     23.50%
 30 days      663       56.0%      1.08%      1.44%      8.65%        0.78%        2.10%    -22.93%     37.73%
 90 days      663       60.0%      4.44%      5.12%     14.53%        4.01%        6.23%    -32.29%     46.66%
180 days      660       69.1%      9.08%     12.32%     23.86%       10.50%       14.14%    -35.33%     91.36%
365 days      652       73.6%     19.85%     26.20%     39.83%       23.14%       29.27%    -49.06%    168.49%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.57%
Rounded target for matching: -11%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       54.0%      0.71%      1.05%      4.95%        0.33%        1.76%    -12.01%     19.38%
 14 days      187       56.7%      0.98%      1.57%      6.50%        0.64%        2.51%    -22.39%     19.92%
 30 days      187       56.1%      1.02%      1.65%      9.38%        0.30%        3.00%    -24.27%     37.73%
 90 days      186       71.5%      5.06%      6.03%     13.60%        4.06%        7.99%    -22.96%     69.19%
180 days      181       62.4%      7.62%     11.16%     23.34%        7.73%       14.58%    -35.07%     92.03%
365 days      181       65.7%     15.02%     20.65%     41.28%       14.59%       26.70%    -31.83%    203.90%


========================================================================================================================

Chart 2: ISRG (Undervalued by 14.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $515.09 ($506.74,-2% - $718.75,+40%)
   +30d (1m): $630.75,+22.5% ($529.55,+3% - $751.30,+46%)
   +60d (2m): $659.23,+28.0% ($553.37,+7% - $785.32,+52%)
   +90d (3m): $688.98,+33.8% ($578.26,+12% - $820.90,+59%)
   +180d (6m): $786.56,+52.7% ($659.79,+28% - $937.69,+82%)
   +365d (1y): $1.0K,+100.5% ($864.91,+68% - $1.2K,+139%)
   +EOY (190d): $798.22,+55.0% ($669.52,+30% - $951.66,+85%)
   End-of-year outlook: 📈 Bullish Trend (+55.0%)
   Confidence: 85.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 190 days | EOY Target: $798.22 (+55.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.29%
Rounded target for matching: -4%
Similar historical periods found: 176
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      176       52.3%      0.12%      1.13%      6.58%        0.15%        2.11%    -17.11%     31.96%
 14 days      176       59.7%      1.57%      1.81%      9.68%        0.37%        3.25%    -40.54%     38.61%
 30 days      176       60.2%      4.81%      4.19%     13.53%        2.18%        6.21%    -40.56%     67.71%
 90 days      176       70.5%     14.39%     13.23%     22.95%        9.82%       16.65%    -64.91%     74.97%
180 days      176       77.3%     20.97%     28.67%     51.22%       21.05%       36.29%    -68.02%    210.84%
365 days      171       78.9%     38.03%     51.05%     63.65%       41.44%       60.66%    -49.48%    328.12%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.94%
Rounded target for matching: -13%
Similar historical periods found: 65
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       65       46.2%     -0.37%     -0.98%      8.79%       -3.16%        1.19%    -24.17%     27.11%
 14 days       65       44.6%     -1.43%     -1.89%     11.49%       -4.73%        0.96%    -29.22%     25.99%
 30 days       65       49.2%     -0.57%     -0.11%     16.13%       -4.10%        3.89%    -29.98%     36.12%
 90 days       65       47.7%     -4.56%     -0.60%     26.07%       -7.06%        5.86%    -57.71%     42.69%
180 days       65       52.3%      2.80%      9.37%     33.53%        1.06%       17.68%    -65.79%    102.85%
365 days       65       90.8%     22.58%     43.29%     51.04%       30.64%       55.93%     -9.58%    226.47%


========================================================================================================================

Chart 3: TMUS (Undervalued by 14.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $226.98 ($237.60,+5% - $297.43,+31%)
   +30d (1m): $278.15,+22.5% ($248.58,+10% - $311.23,+37%)
   +60d (2m): $291.04,+28.2% ($260.08,+15% - $325.68,+43%)
   +90d (3m): $304.52,+34.2% ($272.10,+20% - $340.81,+50%)
   +180d (6m): $348.85,+53.7% ($311.59,+37% - $390.56,+72%)
   +365d (1y): $461.25,+103.2% ($411.58,+81% - $516.92,+128%)
   +EOY (190d): $354.15,+56.0% ($316.32,+39% - $396.51,+75%)
   End-of-year outlook: 📈 Bullish Trend (+56.0%)
   Confidence: 93.7% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $354.15 (+56.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.95%
Rounded target for matching: -8%
Similar historical periods found: 63
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       63       68.3%      2.77%      2.54%      6.24%        0.97%        4.11%    -20.97%     15.45%
 14 days       63       77.8%      4.13%      3.65%      6.80%        1.94%        5.36%    -18.95%     21.43%
 30 days       63       77.8%      5.21%      3.76%     13.28%        0.41%        7.10%    -46.46%     26.70%
 90 days       61       80.3%      8.77%      6.83%     18.15%        2.18%       11.48%    -54.02%     31.02%
180 days       61       68.9%     15.31%     12.23%     25.78%        5.63%       18.84%    -57.91%     64.28%
365 days       61       86.9%     32.66%     36.35%     38.07%       26.60%       46.10%    -49.27%    108.87%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.64%
Rounded target for matching: -12%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       75.8%      2.15%      2.22%      5.11%        0.41%        4.04%     -9.69%     12.65%
 14 days       33       75.8%      3.65%      2.97%      8.45%       -0.03%        5.96%    -16.93%     28.56%
 30 days       33       72.7%      6.53%      3.19%     13.10%       -1.45%        7.84%    -25.74%     34.53%
 90 days       33       87.9%     11.72%     12.16%     12.66%        7.67%       16.65%    -22.59%     35.68%
180 days       33       84.8%     28.06%     23.67%     28.79%       13.46%       33.88%    -51.95%     86.88%
365 days       33       84.8%     44.28%     45.37%     47.51%       28.52%       62.22%    -64.69%    128.22%


========================================================================================================================

Chart 4: COST (Undervalued by 10.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.0K ($991.58,-1% - $1.3K,+27%)
   +30d (1m): $1.2K,+17.3% ($1.0K,+3% - $1.3K,+33%)
   +60d (2m): $1.2K,+22.8% ($1.1K,+8% - $1.4K,+39%)
   +90d (3m): $1.3K,+28.6% ($1.1K,+13% - $1.5K,+46%)
   +180d (6m): $1.5K,+47.5% ($1.3K,+30% - $1.7K,+68%)
   +365d (1y): $2.0K,+95.8% ($1.7K,+72% - $2.2K,+123%)
   +EOY (190d): $1.5K,+49.8% ($1.3K,+32% - $1.7K,+70%)
   End-of-year outlook: 📈 Bullish Trend (+49.8%)
   Confidence: 92.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 190 days | EOY Target: $1.5K (+49.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 465
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      465       55.1%      0.42%      0.50%      4.22%        0.11%        0.88%    -16.12%     19.82%
 14 days      465       61.7%      1.48%      1.38%      5.83%        0.85%        1.91%    -22.16%     20.88%
 30 days      465       63.7%      2.28%      2.51%      8.55%        1.73%        3.29%    -36.41%     30.77%
 90 days      464       72.8%      8.04%      6.57%     12.77%        5.40%        7.73%    -41.95%     52.24%
180 days      454       79.3%     15.59%     13.13%     19.78%       11.31%       14.95%    -45.90%     70.86%
365 days      448       84.8%     29.85%     28.54%     30.93%       25.67%       31.42%    -51.90%    175.91%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.97%
Rounded target for matching: -5%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       53.4%      0.44%      0.17%      4.99%       -0.49%        0.83%    -14.18%     14.14%
 14 days      221       60.6%      1.80%      0.92%      7.27%       -0.04%        1.88%    -17.39%     25.05%
 30 days      221       66.5%      3.27%      3.39%      9.59%        2.12%        4.66%    -22.46%     31.12%
 90 days      220       79.1%     12.20%     10.49%     17.09%        8.22%       12.76%    -41.97%     55.27%
180 days      220       80.9%     17.94%     17.75%     22.23%       14.80%       20.70%    -42.11%     77.95%
365 days      220       81.4%     29.12%     29.20%     32.19%       24.92%       33.48%    -44.50%    177.02%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             23.7%  0.753945    -45.4%   $21.19             19.1%  378 d
2    UNH              14.5%  0.820130    -95.6%   $300.68            12.7%  63  d

📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 23.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $21.19 ($12.75,-40% - $23.04,+9%)
   +30d (1m): $15.94,-24.8% ($11.86,-44% - $21.44,+1%)
   +60d (2m): $14.84,-30.0% ($11.03,-48% - $19.96,-6%)
   +90d (3m): $13.81,-34.9% ($10.26,-52% - $18.58,-12%)
   +180d (6m): $11.12,-47.5% ($8.25,-61% - $15.00,-29%)
   +365d (1y): $7.13,-66.3% ($5.26,-75% - $9.67,-54%)
   +EOY (190d): $10.86,-48.8% ($8.05,-62% - $14.65,-31%)
   End-of-year outlook: 📉 Bearish Trend (-48.8%)
   Confidence: 75.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 190 days | EOY Target: $10.86 (-48.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.90%
Rounded target for matching: 1%
Similar historical periods found: 432
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      432       55.3%      0.67%      0.11%      6.14%       -0.47%        0.69%    -38.01%     20.95%
 14 days      432       50.7%      0.16%     -0.16%      8.63%       -0.98%        0.66%    -35.54%     26.30%
 30 days      432       47.7%     -0.56%     -0.37%     13.13%       -1.61%        0.87%    -49.15%     43.90%
 90 days      432       54.9%      3.00%      3.02%     22.97%        0.84%        5.19%    -56.58%     86.42%
180 days      431       55.5%      3.34%      7.31%     35.36%        3.97%       10.66%    -61.55%    127.44%
365 days      420       60.7%      7.55%     17.70%     52.42%       12.67%       22.73%    -61.44%    267.30%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.05%
Rounded target for matching: 1%
Similar historical periods found: 212
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      212       55.2%      0.68%      0.74%      6.44%       -0.13%        1.61%    -23.90%     23.24%
 14 days      212       51.9%      0.46%      0.94%      8.78%       -0.24%        2.13%    -29.56%     34.88%
 30 days      212       58.0%      2.60%      2.37%     12.30%        0.70%        4.03%    -29.45%     63.95%
 90 days      211       58.8%      4.02%      7.00%     23.03%        3.87%       10.12%    -39.32%    111.63%
180 days      210       73.3%      9.75%     14.87%     33.77%       10.28%       19.46%    -52.12%    150.00%
365 days      210       66.7%     19.35%     30.63%     52.72%       23.46%       37.80%    -57.61%    220.41%


========================================================================================================================

Chart 2: UNH (Overvalued by 14.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $300.68 ($211.06,-30% - $326.53,+9%)
   +30d (1m): $180.79,-39.9% ($143.44,-52% - $227.86,-24%)
   +60d (2m): $124.50,-58.6% ($96.80,-68% - $160.14,-47%)
   +90d (3m): $85.74,-71.5% ($64.96,-78% - $113.17,-62%)
   +180d (6m): $28.00,-90.7% ($19.23,-94% - $40.78,-86%)
   +365d (1y): $2.81,-99.1% ($1.51,-99% - $5.21,-98%)
   +EOY (190d): $24.73,-91.8% ($16.78,-94% - $36.46,-88%)
   End-of-year outlook: 📉 Bearish Trend (-91.8%)
   Confidence: 82.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 190 days | EOY Target: $24.73 (-91.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.46%
Rounded target for matching: -21%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       44.1%     -0.79%      0.43%     10.73%       -3.31%        4.18%    -29.89%     30.44%
 14 days       34       73.5%      3.23%      4.94%      9.92%        1.48%        8.41%    -11.66%     46.94%
 30 days       34       85.3%      6.67%      7.55%     13.13%        2.97%       12.13%    -20.60%     43.48%
 90 days       34       82.4%     13.13%     14.98%     22.02%        7.30%       22.67%    -28.57%     73.91%
180 days       34       70.6%     23.67%     28.76%     48.80%       11.73%       45.78%    -38.96%    193.46%
365 days       34       67.6%     24.74%     68.25%    124.52%       24.81%      111.70%    -50.65%    456.16%


========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -43.04%
Rounded target for matching: -43%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       68.8%      1.18%      2.09%     11.11%       -3.83%        8.01%    -21.88%     25.64%
 14 days       16       81.2%      4.45%      2.07%     11.92%       -4.28%        8.42%    -28.12%     23.93%
 30 days       16       50.0%     -0.36%      3.53%     19.26%       -6.73%       13.80%    -19.88%     38.01%
 90 days       16       43.8%     -5.32%      2.94%     22.08%       -8.83%       14.71%    -22.56%     44.00%
180 days       16       43.8%    -11.62%     13.29%     40.32%       -8.19%       34.78%    -27.82%     79.25%
365 days       16       50.0%     -7.80%     19.72%     57.72%      -11.04%       50.48%    -40.00%    188.00%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 62
Average R-squared: 0.8222
Best R-squared: 0.961300
Average annual growth: 99.3%

Valuation breakdown:
  🟡 FAIR_VALUE: 47 (75.8%) - Hold/Monitor
  🟢 UNDERVALUED: 4 (6.5%) - Buy Opportunities
  🔴 OVERVALUED: 2 (3.2%) - Sell Warnings

Optimal window distribution:
  21 days (~1m): 7 instruments (11.3%)
  42 days (~2m): 8 instruments (12.9%)
  63 days (~3m): 2 instruments (3.2%)
  84 days (~4m): 2 instruments (3.2%)
  126 days (~6m): 3 instruments (4.8%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 4
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

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🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
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🟢 TOP 9 CRYPTO OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    BTC-USD          15.3%  0.935870    103.3%     46.6  $101.0K        
4    FTN-USD          11.2%  0.989508    135.9%     46.3  $4.45          
5    TBTC-USD         12.8%  0.932135    103.4%     45.0  $102.8K        
6    BGB-USD          13.7%  0.889426    246.6%     43.8  $4.04          
7    LEO-USD          12.0%  0.890859     74.4%     42.8  $9.01          
8    JLP-USD          13.7%  0.850410     66.8%     42.2  $4.16          
9    PYTH-USD         13.3%  0.806287    -91.4%     40.2  $0.085354      

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    CC=F             31.8%  0.882983     86.3%     54.4  $8.5K          
2    KC=F             19.1%  0.931145     70.0%     48.7  $324.60        

🟢 TOP 1 INDICES OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    IMOEX.ME         10.8%  0.863544     33.9%     41.0  3.2K           

🟢 TOP 4 STOCK OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    LLY              25.7%  0.928240     50.4%     52.6  $770.64        
2    TMUS             14.6%  0.937057     46.3%     46.3  $226.98        
3    COST             10.7%  0.923292     47.0%     43.4  $1.0K          
4    ISRG             14.7%  0.853816     44.9%     42.9  $515.09        

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📊 OVERALL PORTFOLIO SUMMARY
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Total instruments analyzed: 215
Average trend reliability (R²): 0.7830
Best trend reliability: 0.989508

Asset distribution:
  Crypto: 94 instruments (43.7%) - Avg Growth: 653303.2%
  Stock: 62 instruments (28.8%) - Avg Growth: 99.3%
  Futures: 29 instruments (13.5%) - Avg Growth: 81.8%
  Indices: 22 instruments (10.2%) - Avg Growth: 59.7%
  Currency: 8 instruments (3.7%) - Avg Growth: 0.5%

Overall valuation summary:
  🟡 Fair Value: 126 (58.6%) - Hold/Monitor
  🟢 Undervalued: 24 (11.2%) - Buy Opportunities
  🔴 Overvalued: 12 (5.6%) - Sell Warnings

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

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✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 215 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
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